This document was created to analyze NCRMP BMU data

1 Load and clean data

1.0.1 Identify and remove bars with NA’s (except those in density)

Bars with missing values (by variable)
Bar tag deltaMass_mgcm2y deltaVolume_mm3cm2y deltaDensity_mgcm3cm2y macroboring_mm3cm2y grazing_mm3cm2y
1001     NA    
1002     NA    
1003     NA    
1004     NA    
1005     NA    
1008     NA    
1009     NA    
1010     NA    
1011     NA    
1012     NA    
1013     NA    
1014 NA NA NA NA NA
1015     NA    
1016     NA    
1017 NA NA NA NA NA
1018     NA    
1019     NA    
1020 NA NA NA NA NA
1021     NA    
1022     NA    
1023     NA    
1024     NA    
1025     NA    
1026     NA    
1027     NA    
1028     NA    
1030     NA    
1031     NA    
1032     NA    
1033     NA    
1034     NA    
1035     NA    
1036   NA NA NA NA
1038 NA NA NA NA NA
1041 NA NA NA NA NA
1043     NA    
1044     NA    
1045     NA    
1046     NA    
1047 NA NA NA NA NA
1048     NA    
1049   NA NA NA NA
1050 NA NA NA NA NA
1051     NA    
1052     NA    
1053     NA    
1054     NA    
1055     NA    
1056   NA NA NA NA
1057   NA NA NA NA
1058     NA    
1059 NA NA NA NA NA
1060     NA    
1061 NA NA NA NA NA
1062   NA NA NA NA
1064     NA    
1065     NA    
1066     NA    
1067     NA    
1068     NA    
1069     NA    
1070   NA NA NA NA
1071   NA NA NA NA
1072 NA NA NA NA NA
1073 NA NA NA NA NA
1074     NA    
1075   NA NA NA NA
1076     NA    
1077   NA NA NA NA
1078     NA    
1079     NA    
1080     NA    
1081     NA    
1082     NA    
1083     NA    
1084     NA    
1085     NA    
1086     NA    
1087     NA    
1088     NA    
1089     NA    
1090     NA    
1091     NA    
1092 NA NA NA NA NA
1093     NA    
1094     NA    
1095 NA NA NA NA NA
1096     NA    
1097     NA    
1098   NA NA NA NA
1099     NA    
1100   NA NA NA NA
1206 NA NA NA NA NA
1231     NA    
1232     NA    
1233     NA    
1303 NA NA NA NA NA
1311 NA NA NA NA NA
1321   NA NA   NA
1322   NA NA   NA
1323   NA NA   NA
1324   NA NA   NA
1325   NA NA   NA
1601 NA NA NA NA NA
1604 NA NA NA NA NA
1605 NA NA NA NA NA
1607 NA NA NA NA NA
1609 NA NA NA NA NA
1610 NA NA NA NA NA
1611 NA NA NA NA NA
1612 NA NA NA NA NA
1613 NA NA NA NA NA
1614 NA NA NA NA NA
1615 NA NA NA NA NA
1616 NA NA NA NA NA
1617 NA NA NA NA NA
1618 NA NA NA NA NA
1619 NA NA NA NA NA
1620 NA NA NA NA NA
1626 NA NA NA NA NA
1627 NA NA NA NA NA
1630 NA NA NA NA NA
1631 NA NA NA NA NA
1633 NA NA NA NA NA
1634 NA NA NA NA NA
1635 NA NA NA NA NA
1636 NA NA NA NA NA
1637 NA NA NA NA NA
1638 NA NA NA NA NA
1639 NA NA NA NA NA
1640 NA NA NA NA NA
1644 NA NA NA NA NA
1645 NA NA NA NA NA
1648 NA NA NA NA NA
1650 NA NA NA NA NA
1653 NA NA NA NA NA
1654 NA NA NA NA NA
1661 NA NA NA NA NA
1662 NA NA NA NA NA
1663 NA NA NA NA NA
1664 NA NA NA NA NA
1665 NA NA NA NA NA
1680 NA NA NA NA NA
1681 NA NA NA NA NA
1682 NA NA NA NA NA
1683 NA NA NA NA NA
1684 NA NA NA NA NA
1685 NA NA NA NA NA
1697 NA NA NA NA NA
1700 NA NA NA NA NA
2178   NA     NA
2179   NA NA NA NA
2180   NA NA NA NA
2181   NA     NA
2182   NA     NA
2183   NA     NA
2184   NA     NA
3229   NA NA   NA
3233   NA NA   NA
3237 NA NA NA NA NA
3245     NA    
3247     NA    
3254 NA NA NA NA NA
3263   NA NA   NA
3268 NA NA NA NA NA
3271 NA NA NA NA NA
3273 NA NA NA NA NA
3586 NA NA NA NA NA
3591 NA NA NA NA NA
3704 NA NA NA NA NA
3732 NA NA NA NA NA
3743 NA NA NA NA NA
3748 NA NA NA NA NA
3758 NA NA NA NA NA
3759 NA NA NA NA NA
3767 NA NA NA NA NA
3774 NA NA NA NA NA
3780 NA NA NA NA NA
3786 NA NA NA NA NA
3794 NA NA NA NA NA
3798 NA NA NA NA NA
4601   NA NA   NA
4602 NA NA NA NA NA
4603   NA NA   NA
4604   NA NA   NA
4607   NA NA   NA
4608   NA NA   NA
4610 NA NA NA NA NA
4611   NA NA   NA
4612   NA NA   NA
4613   NA NA   NA
4614   NA NA   NA
4616   NA NA   NA
4617   NA NA   NA
4618   NA NA   NA
4618 NA NA NA NA NA
4619 NA NA NA NA NA
4620   NA NA   NA
4621   NA NA   NA
4622   NA NA   NA
4623   NA NA   NA
4624   NA NA   NA
4626   NA NA   NA
4627   NA NA   NA
4628   NA NA   NA
4628 NA NA NA NA NA
4629   NA NA   NA
4630 NA NA NA NA NA
4631   NA NA   NA
4632   NA NA   NA
4633   NA NA   NA
4634   NA NA   NA
4635   NA NA   NA
4636   NA NA   NA
4637   NA NA   NA
4638   NA NA   NA
4639   NA NA   NA
4641   NA NA   NA
4642 NA NA NA NA NA
4643   NA NA   NA
4644 NA NA NA NA NA
4646   NA NA   NA
4648   NA NA   NA
4650   NA NA   NA
4651   NA NA   NA
4652   NA NA   NA
4654   NA NA   NA
4655   NA NA   NA
4656 NA NA NA NA NA
4657   NA NA   NA
4658   NA NA   NA
4666   NA NA   NA
4668   NA NA   NA
4670   NA NA   NA
4672 NA NA NA NA NA
4674   NA NA   NA
4676   NA NA   NA
4678   NA NA   NA
4679   NA NA   NA
4680   NA NA   NA
4681   NA NA   NA
4683   NA NA   NA
4684   NA NA   NA
4685   NA NA   NA
4685 NA NA NA NA NA
4686   NA NA   NA
4687   NA NA   NA
4688   NA NA   NA
4689   NA NA   NA
4690 NA NA NA NA NA
4691   NA NA   NA
4693   NA NA   NA
4695   NA NA   NA
4696   NA NA   NA
4697   NA NA   NA
4698   NA NA   NA
4699   NA NA   NA
4700   NA NA   NA
4721   NA NA NA NA
4723   NA NA   NA
4733   NA NA NA NA
4740 NA NA NA NA NA
4741 NA NA NA NA NA
4743   NA NA NA NA
4748   NA NA NA NA
4759 NA NA NA NA NA
4760   NA NA NA NA
4762 NA NA NA NA NA
4763   NA NA NA NA
4771   NA NA NA NA
4774   NA NA NA NA
4786 NA NA NA NA NA
4788 NA NA NA NA NA
4791 NA NA NA NA NA
4795 NA NA NA NA NA
4818   NA NA NA NA
4822 NA NA NA NA NA
4823   NA NA NA NA
4831   NA NA NA NA
4860   NA NA   NA
4861   NA NA   NA
4862   NA NA   NA
4863   NA NA   NA
4864   NA NA   NA
4865   NA NA   NA
4866   NA NA   NA
4867   NA NA   NA
4868 NA NA NA NA NA
4869   NA NA   NA
4870   NA NA   NA
4871   NA NA   NA
4872   NA NA   NA
4873   NA NA   NA
4874 NA NA NA NA NA
4875   NA NA   NA
4876 NA NA NA NA NA
4877   NA NA   NA
4878   NA NA   NA
4879 NA NA NA NA NA
4880 NA NA NA NA NA
4881   NA NA   NA
4882   NA NA   NA
4883   NA NA   NA
4884 NA NA NA NA NA
4885   NA NA   NA
4886   NA NA   NA
4887   NA NA   NA
4888   NA NA   NA
4889   NA NA   NA
4890   NA NA   NA
4891   NA NA   NA
4892   NA NA   NA
4893   NA NA   NA
4894   NA NA   NA
4895 NA NA NA NA NA
4896   NA NA   NA
4897   NA NA   NA
4898   NA NA   NA
4899   NA NA   NA
4918       NA NA
4919 NA NA NA NA NA
4920 NA NA NA NA NA
4922       NA NA
4925       NA NA
4976   NA NA NA NA
4977   NA NA NA NA
4978   NA NA NA NA
4979   NA NA NA NA
4980     NA    
4981     NA    
4982     NA    
4983     NA    
4984     NA    
4985     NA    
4996   NA NA   NA
5000   NA NA   NA
6440 NA NA NA NA NA
6526       NA NA
6530       NA NA
6531 NA NA NA NA NA
6545 NA NA NA NA NA
6546 NA NA NA NA NA
6548 NA NA NA NA NA
6549 NA NA NA NA NA
6581 NA NA NA NA NA
## Bars to remove due to NA (excluding density): 266

1.0.2 Graph response distributions, remove bar outliers over 3sd

Values Outside ±3 SD (by variable)
Bar tag deltaMass_mgcm2y deltaVolume_mm3cm2y deltaDensity_mgcm3cm2y macroboring_mm3cm2y grazing_mm3cm2y
1015     NA -24.8938777859082  
1036 -245.834828018896 NA NA NA NA
1056 -256.878625541125 NA NA NA NA
1057 -211.419762529138 NA NA NA NA
1062 -222.518185495734 NA NA NA NA
1070 -203.688888888889 NA NA NA NA
1071 -295.372461642599 NA NA NA NA
1075 -252.639384920635 NA NA NA NA
1077 -234.751094504831 NA NA NA NA
1089 349.434480122324 323.694505156728 NA    
1091 204.908263630731 179.12630353005 NA    
1099 358.255125506704 185.217165931946 NA    
1307       -24.5193132628601  
1621       -28.9974082568807  
1652       -31.2095522826452  
1655       -35.0926548338369  
1668       -29.4517093515038  
1677       -29.4132597117794  
3209 298.84749589491 169.089583222154      
3223     6.62596111353211    
3230         -118.902026911429
3257       -30.0331134324082  
3261 178.62672604253 114.04805057132      
3267         -118.057946004559
3272     -9.1543745044013    
3274     -6.79311600957022   -123.858158064836
3286       -40.20584745116  
3701       -26.3157627875794  
3761         -123.61576600303
3772       -46.4086290266996  
3773     -9.27418068209876    
4618 , NA NA, NA NA, NA , NA NA, NA
4621   NA NA -29.3366579893505 NA
4628 , NA NA, NA NA, NA , NA NA, NA
4680   NA NA -29.4798781158892 NA
4685 , NA NA, NA NA, NA , NA NA, NA
4881   NA NA -27.351762336159 NA
4896   NA NA -29.1832910299278 NA
4913     -4.47262853407638    
4915     -4.69132108660914    
4925   -148.685753672515   NA NA
4926     8.28476761202485    
4927     7.75247275694444    
5000   NA NA -46.692709524293 NA
6422       -64.5657941863532  
6442         -137.108488703915
6443       -32.1697529503733  
6453         -137.944670965684
6540       -26.1374506049242  
6563       -42.9801620597015  
6585     -14.4566789097368    
## Bars to remove due to ±3 SD outliers: 51

1.0.3 Graph deployment duration

1.0.4 Clean data

Remove data that is 1. Not successfully recovered 2. Not plob or mcav 3. Tag 1022 4. Data from Maug seep 5. Grazing data that is positive 6. Deployed for more than 6 years or less than 2 years

1.0.5 Remove sites with low replication

## ### loc3 removed due to insufficient replication (< 3 BARs)
site n_bar n_parrot_comm n_parrot_fxn
frenchFrigateShoals-north 0 32 64
keys-lki 0 16 32
puertoRico-northeast 0 16 32
saintThomas-north 0 14 28
oahu-southeast 0 14 28
saintJohn-east 0 13 26
saintJohn-north 0 13 26
saintJohn-south 0 13 26
saintThomas-west 0 12 24
puertoRico-east 0 11 22
frenchFrigateShoals-east 0 11 22
pearlHermes-east 0 11 22
saintJohn-west 0 10 20
maug-innerHCO2 0 10 20
maug-innerMCO2 0 10 20
hawaii-south 0 10 20
hawaii-east 0 10 20
oahu-southwest 0 10 20
frenchFrigateShoals-south 0 10 20
jarvis-west 1 26 52
saintThomas-south 1 12 24
frenchFrigateShoals-west 1 10 20
jarvis-south 2 20 40
pearlHermes-north 2 11 22
saipan-north 2 11 22
oahu-west 2 10 20
oahu-north 2 10 20
## Total BARs before filtering: 466
## Total BARs removed: 13
## Percent removed: 2.8 %

1.0.6 Check binds across datasets

loc1 Comparison: BAR vs PARROT vs ENV
loc1 in_BAR in_PARROT in_ENV match_status
caribbean TRUE TRUE TRUE MATCH
florida TRUE TRUE TRUE MATCH
flowerGardenBanks TRUE TRUE TRUE MATCH
marianas TRUE TRUE TRUE MATCH
middleHawaiianIslands TRUE TRUE TRUE MATCH
northwestHawaiianIslands TRUE TRUE TRUE MATCH
pacificRemoteIslandArea TRUE TRUE TRUE MATCH
samoa TRUE TRUE TRUE MATCH
loc2 Comparison: BAR vs PARROT vs ENV
loc2 in_BAR in_PARROT in_ENV match_status
dryTortugas TRUE TRUE TRUE MATCH
flowerGardenBanks TRUE TRUE TRUE MATCH
guam TRUE TRUE TRUE MATCH
hawaii TRUE TRUE TRUE MATCH
jarvis TRUE TRUE FALSE BAR & PARROT only
keys TRUE TRUE TRUE MATCH
maug TRUE TRUE TRUE MATCH
oahu TRUE TRUE TRUE MATCH
ofu TRUE TRUE TRUE MATCH
pagan TRUE TRUE TRUE MATCH
palmyra TRUE TRUE TRUE MATCH
pearlHermes TRUE TRUE TRUE MATCH
puertoRico TRUE TRUE TRUE MATCH
saintCroix TRUE TRUE TRUE MATCH
saipan TRUE TRUE TRUE MATCH
tau TRUE TRUE TRUE MATCH
tutuila TRUE TRUE TRUE MATCH
wake TRUE TRUE TRUE MATCH
loc3 Comparison: BAR vs PARROT vs ENV
loc3 in_BAR in_PARROT in_ENV match_status
dryTortugas-west TRUE TRUE TRUE MATCH
flowerGardenBanks-east TRUE TRUE TRUE MATCH
guam-east TRUE TRUE TRUE MATCH
guam-north TRUE TRUE TRUE MATCH
guam-south TRUE TRUE TRUE MATCH
guam-west TRUE TRUE TRUE MATCH
hawaii-north TRUE TRUE TRUE MATCH
hawaii-west TRUE TRUE TRUE MATCH
jarvis-east TRUE TRUE FALSE BAR & PARROT only
keys-lko TRUE TRUE TRUE MATCH
keys-mki TRUE TRUE TRUE MATCH
keys-mko TRUE TRUE TRUE MATCH
keys-uki TRUE TRUE TRUE MATCH
keys-uko TRUE TRUE TRUE MATCH
maug-east TRUE TRUE TRUE MATCH
maug-north TRUE TRUE TRUE MATCH
maug-south TRUE TRUE TRUE MATCH
maug-west TRUE TRUE TRUE MATCH
oahu-east TRUE TRUE TRUE MATCH
oahu-south TRUE TRUE TRUE MATCH
ofu-north TRUE TRUE TRUE MATCH
ofu-south TRUE TRUE TRUE MATCH
pagan-east TRUE TRUE TRUE MATCH
pagan-north TRUE TRUE TRUE MATCH
pagan-south TRUE TRUE TRUE MATCH
pagan-west TRUE TRUE TRUE MATCH
palmyra-east TRUE TRUE TRUE MATCH
palmyra-north TRUE TRUE TRUE MATCH
palmyra-west TRUE TRUE TRUE MATCH
pearlHermes-south TRUE TRUE TRUE MATCH
pearlHermes-west TRUE TRUE FALSE BAR & PARROT only
puertoRico-north TRUE TRUE TRUE MATCH
puertoRico-south TRUE TRUE TRUE MATCH
puertoRico-southwest TRUE TRUE TRUE MATCH
puertoRico-west TRUE TRUE TRUE MATCH
saintCroix-east TRUE TRUE TRUE MATCH
saintCroix-north TRUE TRUE TRUE MATCH
saintCroix-south TRUE TRUE TRUE MATCH
saintCroix-west TRUE TRUE TRUE MATCH
saipan-east TRUE TRUE TRUE MATCH
saipan-northwest TRUE TRUE TRUE MATCH
saipan-south TRUE TRUE TRUE MATCH
saipan-west TRUE TRUE TRUE MATCH
tau-north TRUE TRUE TRUE MATCH
tau-west TRUE TRUE TRUE MATCH
tutuila-east TRUE TRUE TRUE MATCH
tutuila-north TRUE TRUE TRUE MATCH
tutuila-south TRUE TRUE TRUE MATCH
tutuila-west TRUE TRUE TRUE MATCH
wake-east TRUE TRUE TRUE MATCH
wake-north TRUE TRUE TRUE MATCH
wake-south TRUE TRUE TRUE MATCH
wake-west TRUE TRUE TRUE MATCH

2 Data exploration

2.1 General

2.1.1 Map of BAR, parrot surveys, and environmental sites

2.1.2 Timeline of BAR data, parrot surveys, and environmental data

2.2 BAR data

2.2.1 Summary

There are a total of 453 bars included in this study. Sites are divided at three levels across 2 basins. The highest level (loc1) includes 8 large regions including:
caribbean, flowerGardenBanks, florida, marianas, middleHawaiianIslands, pacificRemoteIslandArea, samoa, northwestHawaiianIslands

Within these larger regions are 18 sublevels (loc2) that are generally inclusive of an island including:
saintCroix, puertoRico, flowerGardenBanks, dryTortugas, keys, guam, hawaii, jarvis, maug, oahu, ofu, pagan, palmyra, pearlHermes, saipan, tau, tutuila, wake

Most islands or loc2 level includes multiple sites (loc3) within it, totaling 53 loc3 levels across both basins

Deployment dates ranged from 2014-03-25 to 2020-03-06 and recovery dates ranged from 2017-04-19 to 2023-01-11. The deployment duration ranged from 906 to 1879 days and was on 1283.2163355 days.

2.2.2 Calculation of stats for bar alteration by loc2

location
duration
depth
deltaMass
deltaVolume
deltaDensity
macroboring
grazing
accretion
basin loc1 loc2 loc1.2 maxDays minDays n maxDepth minDepth meanDepth meanDeltaMass sdDeltaMass seDeltaMass meanDeltaVolume sdDeltaVolume seDeltaVolume meanDeltaDensity sdDeltaDensity seDeltaDensity meanMacroboring sdMacroboring seMacroboring meanGrazing sdGrazing seGrazing meanAccretion sdAccretion seAccretion
atlantic caribbean puertoRico caribbean.puertoRico 1798 1140 19 20.20000 15.00000 18.410526 -23.887269 39.95531 9.166378 -21.6929052 26.646762 6.113186 1.1100159 0.9942460 0.2280957 -6.7592766 6.3967878 1.4675238 -22.105461 25.385889 5.8239224 7.171832 5.807348 1.3322971
atlantic caribbean saintCroix caribbean.saintCroix 1441 1090 59 15.00000 15.00000 15.000000 -9.148334 28.58368 3.721279 -17.4420647 24.135804 3.142214 0.9913609 0.8232730 0.1071810 -3.8274967 3.3519761 0.4363901 -25.358702 19.735835 2.5693868 11.744134 7.247331 0.9435221
atlantic florida dryTortugas florida.dryTortugas 1081 1043 8 13.70000 13.10000 13.550000 -26.102935 38.37142 13.566344 -28.7556845 29.923197 10.579448 -0.4827832 2.1339906 0.7544796 -4.9660355 6.4628576 2.2849652 -31.077729 25.596404 9.0496956 7.288080 3.974635 1.4052455
atlantic florida keys florida.keys 1417 956 152 15.00000 3.00000 7.098684 9.768164 44.24390 3.588654 -6.7780795 31.819224 2.580880 1.4648308 0.6307066 0.0511571 -2.7961963 3.5685817 0.2894502 -25.604253 22.563784 1.8301646 21.622370 13.769079 1.1168198
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks 1463 1220 11 21.00000 20.00000 20.200000 -76.539423 39.53487 11.920210 -64.1307280 28.625552 8.630929 1.8846595 2.1678808 0.6536407 -0.7397314 1.1898764 0.3587612 -68.843489 25.330559 7.6374510 5.452492 4.503129 1.3577446
pacific marianas guam marianas.guam 1813 1085 22 54.00000 14.93447 38.089981 -16.969641 56.93228 12.138004 -19.6670640 44.487784 9.484827 1.3931121 0.7813143 0.1665768 -1.4235523 2.1981541 0.4686480 -38.783116 33.185826 7.0752418 20.539605 25.370376 5.4089824
pacific marianas maug marianas.maug 1840 1133 37 53.00000 14.02012 32.519766 -20.329619 43.15585 7.094779 -26.3176439 37.678857 6.194366 1.0373989 0.4025262 0.0661749 -0.8864777 0.6903796 0.1134977 -36.995245 27.985374 4.6007672 11.564079 13.009806 2.1387989
pacific marianas pagan marianas.pagan 1879 1136 31 51.00000 13.71533 33.379605 -2.996212 34.30113 6.160664 -10.0895710 29.580337 5.312785 1.0495521 0.5617518 0.1008936 -2.7665269 4.6536253 0.8358158 -23.239508 18.888503 3.3924753 15.916464 15.305464 2.7489426
pacific marianas saipan marianas.saipan 1800 1127 23 57.00000 12.19141 31.603421 -50.308038 47.25739 9.853847 -47.1552039 36.709960 7.654556 1.6591509 0.6307645 0.1315235 -0.8146666 1.0867265 0.2265981 -55.212434 29.782467 6.2100737 8.871897 9.435812 1.9675029
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii 1064 1064 12 14.02080 13.71600 13.843000 -23.753373 32.09664 9.265502 -22.7233905 24.282893 7.009867 1.5968331 0.4492762 0.1296949 -6.0209757 7.7241581 2.2297724 -25.896192 21.096857 6.0901380 9.193777 6.213639 1.7937230
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu 1076 906 10 14.93400 12.49680 13.350000 -17.599247 46.45041 14.688909 -21.8273219 38.372913 12.134581 2.0735872 1.2161581 0.3845829 -2.2538311 4.2558731 1.3458252 -36.154080 31.463810 9.9497303 16.580589 14.701511 4.6490260
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes 1090 1088 8 14.32560 14.32560 14.325600 -4.609737 10.29541 3.639978 -9.3376365 6.593496 2.331153 1.1560198 0.1573997 0.0556492 -1.1026301 2.5013016 0.8843436 -13.183742 6.468432 2.2869361 4.948736 1.894623 0.6698502
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis 1208 1205 4 49.00000 49.00000 49.000000 -58.844810 24.02164 12.010822 -42.2819092 17.465290 8.732645 -0.2798180 0.8372628 0.4186314 -1.9913058 0.7458499 0.3729249 -43.186360 16.321971 8.1609856 2.895757 1.656074 0.8280371
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra 1207 1202 10 50.00000 47.00000 47.900000 -50.852411 62.44495 19.746827 -40.1435020 45.318649 14.331015 0.6662410 0.8372087 0.2647486 -0.4296574 1.0688597 0.3380031 -51.846544 30.592630 9.6742389 12.132699 19.048703 6.0237288
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake 1099 1063 13 14.62969 13.71533 14.278011 -65.346024 65.02495 18.034677 -45.7065381 48.406214 13.425468 NaN NA NA -0.7396654 0.9924724 0.2752623 -62.217266 29.033479 8.0524381 17.250393 26.708198 7.4075213
pacific samoa ofu samoa.ofu 1214 1199 8 50.00000 45.00000 47.500000 3.623232 45.68908 16.153530 0.8229884 29.594002 10.463060 -0.9496814 1.4094162 0.4983039 -5.2139492 6.6597553 2.3545791 -16.855252 12.776114 4.5170383 22.892189 17.834062 6.3052932
pacific samoa tau samoa.tau 1215 1206 7 50.00000 49.00000 49.571429 47.094565 32.61764 12.328309 34.5907458 24.903534 9.412651 0.0392026 1.5035917 0.5683042 -2.6229508 3.9162876 1.4802176 -2.695202 2.514619 0.9504369 39.908898 24.845472 9.3907057
pacific samoa tutuila samoa.tutuila 1223 1216 19 50.00000 47.00000 48.263158 15.614836 51.92652 11.912760 3.5326125 36.708065 8.421408 -0.5591948 1.3716151 0.3146701 -3.1631227 2.9894899 0.6858360 -20.390350 20.572391 4.7196301 27.086085 24.543633 5.6306956

2.2.3 Calculation of stats for bar alteration by loc3

location
gps
sample size
depth
deployment
duration
deltaMass
deltaVolume
deltaDensity
macroboring
grazing
accretion
basin loc1 loc2 loc1.2 loc3 latitude longitude n maxDepth minDepth meanDepth maxDate minDate maxDays minDays meanDeltaMass sdDeltaMass seDeltaMass meanDeltaVolume sdDeltaVolume seDeltaVolume meanDeltaDensity sdDeltaDensity seDeltaDensity meanMacroboring sdMacroboring seMacroboring meanGrazing sdGrazing seGrazing meanAccretion sdAccretion seAccretion
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-north 18.48227 -66.72124 4 19.90000 19.90000 19.900000 2022-05-20 2017-06-17 1798 1798 -7.0448502 23.336184 11.668092 -8.440490 19.6315196 9.8157598 1.3317820 0.7229541 0.3614770 -3.9018501 3.0752150 1.5376075 -20.117508 17.3952731 8.6976366 15.578869 5.0675999 2.5337999
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-south 17.91047 -66.23161 4 19.80000 19.80000 19.800000 2021-11-22 2017-06-16 1620 1620 4.7615226 26.450116 13.225058 -4.574800 3.5066158 1.7533079 0.7379584 0.4972624 0.2486312 -8.6998608 7.0490446 3.5245223 -3.932362 3.3974148 1.6987074 8.057423 5.1119806 2.5559903
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-southwest 17.95355 -67.05065 6 15.00000 15.00000 15.000000 2021-09-02 2015-01-16 1534 1140 -61.8693743 45.331302 18.506426 -45.332232 33.0892163 13.5086160 1.1184512 1.6967988 0.6927152 -6.9463970 7.7183704 3.1510115 -41.864754 34.6011928 14.1258778 3.478918 1.8300281 0.7471059
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-west 18.34435 -67.26923 5 20.20000 20.20000 20.200000 2021-10-08 2017-06-18 1573 1573 -14.7017112 17.557767 7.852072 -17.622130 14.1681993 6.3362113 1.2201267 0.2629378 0.1175894 -7.2682058 7.2802438 3.2558240 -14.523151 13.2708801 5.9349180 4.169227 2.3514641 1.0516067
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-east 17.82805 -64.46711 14 15.00000 15.00000 15.000000 2022-09-08 2016-09-14 1095 1090 -23.1059383 37.029053 9.896431 -28.569328 28.8116321 7.7002326 1.0226113 0.8538956 0.2282132 -5.8291833 4.7386006 1.2664443 -35.561184 20.3649193 5.4427536 12.821039 9.8615959 2.6356224
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-north 17.78532 -64.75953 19 15.00000 15.00000 15.000000 2022-09-05 2014-05-26 1441 1090 4.7993866 19.064954 4.373800 -5.603991 16.0466976 3.6813649 1.0503442 0.7944684 0.1822635 -2.9986200 2.0204178 0.4635156 -16.424673 14.1819368 3.2535595 13.819303 5.3413989 1.2254009
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-south 17.70121 -64.64793 11 15.00000 15.00000 15.000000 2022-09-08 2016-09-13 1094 1092 1.0137713 16.027510 4.832476 -7.989080 12.5686879 3.7896020 0.8039674 0.9317554 0.2809348 -5.1056032 2.5064009 0.7557083 -14.930214 6.4734580 1.9518210 12.046737 8.9761409 2.7064083
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-west 17.73380 -64.89639 15 15.00000 15.00000 15.000000 2022-09-07 2016-09-12 1095 1091 -21.2405598 27.643599 7.137547 -28.983701 25.9172948 6.6918167 1.0445646 0.8046882 0.2077696 -2.0718884 2.5371390 0.6550865 -34.800379 23.3805338 6.0368279 7.888567 3.1714264 0.8188588
atlantic florida dryTortugas florida.dryTortugas dryTortugas-west 24.61123 -82.87045 8 13.70000 13.10000 13.550000 2021-06-26 2015-09-02 1081 1043 -26.1029353 38.371416 13.566344 -28.755685 29.9231970 10.5794478 -0.4827832 2.1339906 0.7544796 -4.9660355 6.4628576 2.2849652 -31.077729 25.5964045 9.0496956 7.288080 3.9746346 1.4052455
atlantic florida keys florida.keys keys-lko 24.55326 -81.43753 15 7.00000 7.00000 7.000000 2022-10-18 2016-04-19 1417 956 34.5686388 41.260614 10.653445 10.362318 33.6584375 8.6905712 1.4990566 0.8221129 0.2122686 -1.6637502 1.8336089 0.4734358 -16.069130 25.0470050 6.4671089 28.095198 13.9704774 3.6071618
atlantic florida keys florida.keys keys-mki 24.68554 -81.04336 17 3.50000 3.50000 3.500000 2022-10-26 2016-04-20 1375 1005 32.9200435 42.372745 10.276900 13.375820 24.4794993 5.9371507 1.4948080 0.5102941 0.1237645 -2.8927113 5.2016447 1.2615842 -14.386433 8.0622221 1.9553761 30.654964 17.4648806 4.2358557
atlantic florida keys florida.keys keys-mki 24.68988 -81.02940 19 5.00000 5.00000 5.000000 2022-10-26 2016-04-20 1375 1005 -15.1641329 45.625835 10.467284 -24.172048 31.7928239 7.2937740 1.4781378 0.5829611 0.1337404 -4.4144677 5.2161000 1.1966554 -32.575691 21.7870654 4.9982956 12.818111 10.9794746 2.5188642
atlantic florida keys florida.keys keys-mko 24.63127 -81.09255 13 6.00000 6.00000 6.000000 2022-10-26 2016-04-20 1375 1005 35.3782933 38.308657 10.624910 5.446333 32.0739505 8.8957133 1.7485001 0.5707004 0.1582838 -2.3044147 2.9491376 0.8179436 -24.586346 24.5573644 6.8109874 32.337094 9.9007243 2.7459668
atlantic florida keys florida.keys keys-mko 24.63388 -81.08344 18 5.00000 5.00000 5.000000 2022-10-26 2016-04-20 1375 1005 27.4093649 31.454485 7.413893 2.151030 25.4160047 5.9906098 1.7735983 0.6059954 0.1428345 -2.5925092 2.6559989 0.6260249 -21.782319 17.2993804 4.0775031 26.525859 7.7213166 1.8199318
atlantic florida keys florida.keys keys-uki 24.89742 -80.61573 17 5.00000 5.00000 5.000000 2023-01-11 2016-04-27 1350 1100 7.8371894 41.226298 9.998846 -5.678671 26.3404198 6.3884902 1.3727131 0.6149026 0.1491358 -1.8928212 3.0108087 0.7302284 -24.124827 16.3686989 3.9699926 20.338977 13.9924982 3.3936793
atlantic florida keys florida.keys keys-uki 24.95375 -80.54806 18 5.00000 3.00000 3.888889 2023-01-11 2016-04-27 1350 1100 -38.3607023 45.931368 10.826127 -40.076212 35.0413258 8.2593197 1.3537486 0.6866629 0.1618480 -3.0632776 3.2793349 0.7729466 -44.304471 33.2306135 7.8325307 7.291536 8.8177836 2.0783715
atlantic florida keys florida.keys keys-uko 24.88266 -80.56088 17 15.00000 6.50000 13.794118 2023-01-11 2016-04-19 1358 1100 3.1781412 27.095121 6.571532 -5.152315 19.6215883 4.7589342 1.0378917 0.3824831 0.0927658 -3.5443986 3.7512890 0.9098212 -19.072118 13.4208062 3.2550236 17.464202 6.4985972 1.5761413
atlantic florida keys florida.keys keys-uko 24.90250 -80.53104 18 15.00000 14.00000 14.555556 2023-01-11 2016-04-20 1357 1100 13.5919362 23.366318 5.507494 -8.769175 20.6437376 4.8657756 1.4816143 0.6639830 0.1565023 -2.3789067 2.1014302 0.4953118 -30.209403 21.8323999 5.1459460 23.819134 10.8629601 2.5604242
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks flowerGardenBanks-east 27.90740 -93.59925 11 21.00000 20.00000 20.200000 2022-10-05 2015-06-01 1463 1220 -76.5394235 39.534865 11.920210 -64.130728 28.6255516 8.6309286 1.8846595 2.1678808 0.6536407 -0.7397314 1.1898764 0.3587612 -68.843489 25.3305593 7.6374510 5.452492 4.5031294 1.3577446
pacific marianas guam marianas.guam guam-east 13.47516 144.86485 2 15.84883 15.84883 15.848827 2017-05-14 2014-03-29 1142 1125 27.1339330 48.665671 34.411826 12.893270 37.8316958 26.7510486 NaN NA NA -0.8479535 0.7654830 0.5412782 -13.122052 12.8374586 9.0774540 26.863276 25.7597201 18.2148728
pacific marianas guam marianas.guam guam-east 13.47520 144.86490 4 54.00000 54.00000 54.000000 2022-05-01 2017-05-14 1813 1813 -70.4792586 20.288512 10.144256 -71.217191 17.9327266 8.9663633 2.0399147 1.0573948 0.5286974 -0.3558910 0.4812906 0.2406453 -74.458207 18.2262741 9.1131370 3.596908 2.5358753 1.2679376
pacific marianas guam marianas.guam guam-north 13.60334 144.92366 4 49.00000 49.00000 49.000000 2022-04-17 2017-05-08 1805 1805 -71.0492469 15.042432 7.521216 -67.799431 15.4695544 7.7347772 1.4662845 0.7883273 0.3941636 -0.5875123 0.7003160 0.3501580 -76.847727 8.1697841 4.0848920 9.635808 14.8031493 7.4015746
pacific marianas guam marianas.guam guam-south 13.24126 144.70442 3 14.93447 14.93447 14.934471 2017-05-06 2014-04-27 1105 1085 28.0157487 106.738213 61.625336 34.867430 17.6320954 10.1798950 NaN NA NA -3.3532452 3.5075926 2.0251095 -6.341463 4.5180293 2.6084854 44.562138 9.8460942 5.6846451
pacific marianas guam marianas.guam guam-south 13.24210 144.70448 5 45.00000 45.00000 45.000000 2022-04-18 2017-05-06 1808 1808 0.3694414 25.021571 11.189987 -9.932827 21.4831074 9.6075377 1.0923006 0.2348366 0.1050221 -2.7723494 3.1785080 1.4214720 -19.620470 14.1824826 6.3425991 12.459992 12.8100524 5.7288296
pacific marianas guam marianas.guam guam-west 13.52894 144.80037 2 15.23926 15.23926 15.239256 2017-05-26 2014-03-25 1158 1089 18.2891755 1.741854 1.231677 23.379445 10.3196284 7.2970793 NaN NA NA -0.8864757 1.1004233 0.7781168 -42.967443 43.8859894 31.0320807 67.233364 53.1051946 37.5510432
pacific marianas guam marianas.guam guam-west 13.52896 144.80035 2 47.00000 47.00000 47.000000 2022-04-12 2017-05-04 1804 1804 8.0206255 11.834076 8.367956 -2.046253 11.5944417 8.1985084 0.7051907 0.1155998 0.0817414 -0.0770976 0.0046560 0.0032923 -9.349546 5.4482502 3.8524947 7.380390 6.1415355 4.3427214
pacific marianas maug marianas.maug maug-east 20.02033 145.23972 2 14.02012 14.02012 14.020116 2017-06-12 2014-05-04 1135 1134 40.1918176 6.430005 4.546700 23.985064 8.2986587 5.8680378 NaN NA NA -0.3014926 0.0605871 0.0428416 -10.245550 0.9240307 0.6533884 34.532106 7.3140408 5.1718079
pacific marianas maug marianas.maug maug-east 20.02039 145.23978 3 46.00000 46.00000 46.000000 2022-06-22 2017-06-12 1836 1836 -23.2103796 24.998222 14.432730 -26.989315 24.2526266 14.0022605 0.8849818 0.2518664 0.1454151 -0.4880338 0.1182241 0.0682567 -36.677401 19.6886238 11.3672322 10.176120 4.6235118 2.6693858
pacific marianas maug marianas.maug maug-north 20.03567 145.22470 5 47.00000 47.00000 47.000000 2022-06-24 2017-06-10 1840 1840 -1.0216033 52.665434 23.552698 -21.938935 44.1228205 19.7323252 1.0480390 0.3553928 0.1589365 -1.2319872 1.1316483 0.5060885 -39.808368 23.7981686 10.6428646 19.101420 22.3361292 9.9890206
pacific marianas maug marianas.maug maug-north 20.03570 145.22467 4 14.62969 14.62969 14.629686 2017-06-10 2014-04-25 1142 1134 27.0876889 21.533794 10.766897 19.047394 16.1969676 8.0984838 NaN NA NA -0.2972134 0.2504679 0.1252340 -4.394802 2.8860401 1.4430201 23.739410 15.0566542 7.5283271
pacific marianas maug marianas.maug maug-south 20.01398 145.22746 15 34.00000 34.00000 34.000000 2022-06-21 2017-06-13 1834 1834 -48.8662933 24.765080 6.394316 -51.285991 20.6364180 5.3283002 1.0808220 0.3702678 0.0956027 -1.0204346 0.4367199 0.1127606 -53.985685 18.6041521 4.8035714 3.720129 3.6479024 0.9418843
pacific marianas maug marianas.maug maug-west 20.01312 145.20806 5 14.93447 14.93447 14.934471 2017-06-14 2014-04-28 1143 1133 7.1491879 10.676648 4.774742 6.486435 6.3260361 2.8290893 NaN NA NA -1.2426009 0.9253216 0.4138164 -5.787282 2.4513521 1.0962780 13.516318 4.2616024 1.9058465
pacific marianas maug marianas.maug maug-west 20.01315 145.20806 3 53.00000 53.00000 53.000000 2022-06-22 2017-06-14 1834 1834 -56.3142304 55.429322 32.002134 -56.797406 46.1443841 26.6414726 0.9549677 0.8307500 0.4796337 -0.6214252 0.8545637 0.4933826 -60.986007 42.4838034 24.5280354 4.810025 4.7746511 2.7566461
pacific marianas pagan marianas.pagan pagan-east 18.09609 145.76488 4 51.00000 51.00000 51.000000 2022-06-19 2017-05-31 1845 1845 -0.6742773 22.826693 11.413347 -12.020022 20.2290726 10.1145363 1.0598820 0.3309195 0.1654598 -0.6596574 0.5849699 0.2924849 -19.825346 15.8315274 7.9157637 8.464982 4.0645605 2.0322802
pacific marianas pagan marianas.pagan pagan-north 18.16784 145.79495 4 14.62969 14.62969 14.629686 2017-06-01 2014-04-22 1136 1136 27.6969722 38.271617 19.135808 20.235398 26.6815175 13.3407587 NaN NA NA -4.7043148 5.2354423 2.6177211 -7.310874 2.5750427 1.2875213 32.250587 25.5429298 12.7714649
pacific marianas pagan marianas.pagan pagan-north 18.16788 145.79494 3 48.00000 48.00000 48.000000 2022-07-22 2017-06-01 1877 1877 -47.8150972 40.277861 23.254434 -46.185962 41.9931187 24.2447384 1.4264276 1.2872278 0.7431813 -1.1627069 1.0511933 0.6069067 -54.771499 30.0582976 17.3541662 9.748244 13.8317494 7.9857642
pacific marianas pagan marianas.pagan pagan-south 18.04561 145.70621 5 51.00000 51.00000 51.000000 2022-07-21 2017-06-03 1874 1874 -19.5635650 27.086639 12.113513 -24.755307 19.1911314 8.5825349 1.0005038 0.4276031 0.1912299 -5.7245486 9.5722556 4.2808429 -28.722709 17.9613820 8.0325742 9.691950 1.4966702 0.6693313
pacific marianas pagan marianas.pagan pagan-south 18.04564 145.70623 5 14.93447 14.93447 14.934471 2017-06-03 2014-04-21 1139 1139 35.3418167 7.251957 3.243174 22.943035 4.4421486 1.9865892 NaN NA NA -3.3797692 4.2839266 1.9158302 -9.392835 2.9928915 1.3384618 35.715639 6.6532130 2.9754073
pacific marianas pagan marianas.pagan pagan-west 18.12009 145.75469 5 46.00000 46.00000 46.000000 2022-08-08 2017-06-16 1879 1879 -27.1090363 12.787780 5.718869 -33.703451 10.7456796 4.8056140 0.8642111 0.1273889 0.0569700 -2.1570720 2.1060660 0.9418613 -35.438701 11.0350484 4.9350237 3.892322 1.6536809 0.7395486
pacific marianas pagan marianas.pagan pagan-west 18.12014 145.75466 5 13.71533 13.71533 13.715331 2017-06-16 2014-04-23 1150 1150 -0.1748297 14.243106 6.369711 -5.900341 9.1720227 4.1018532 NaN NA NA -0.9022749 0.5481035 0.2451193 -15.958828 6.0963724 2.7263806 10.960762 3.0955328 1.3843644
pacific marianas saipan marianas.saipan saipan-east 15.25866 145.81569 3 15.23926 15.23926 15.239256 2017-05-20 2014-04-13 1133 1130 3.2893777 38.178292 22.042247 1.313373 19.8598991 11.4661181 NaN NA NA -0.8143793 0.8213415 0.4742017 -16.092116 8.4039434 4.8520190 18.219868 12.6329713 7.2936494
pacific marianas saipan marianas.saipan saipan-east 15.25867 145.81567 5 47.00000 47.00000 47.000000 2022-04-24 2017-05-20 1800 1800 -17.3979954 40.021012 17.897941 -28.005585 30.6591736 13.7111993 1.3784700 0.5469814 0.2446175 -1.1953159 1.0848985 0.4851814 -37.299748 26.2912048 11.7577842 10.489479 7.5518370 3.3772842
pacific marianas saipan marianas.saipan saipan-northwest 15.25719 145.76675 3 46.00000 46.00000 46.000000 2022-04-26 2017-06-21 1770 1770 -76.7513889 20.025048 11.561467 -73.502268 16.3153717 9.4196842 1.8148867 0.7839515 0.4526146 -0.4822390 0.6507379 0.3757037 -77.369472 17.2335576 9.9497991 4.349443 4.0976818 2.3657977
pacific marianas saipan marianas.saipan saipan-south 15.09785 145.74337 4 15.84883 15.84883 15.848827 2017-06-01 2014-04-11 1147 1138 -68.1716151 46.084035 23.042017 -46.865537 22.2996763 11.1498381 NaN NA NA -0.1630069 0.2568698 0.1284349 -51.937035 20.9362380 10.4681190 5.234505 1.8899657 0.9449828
pacific marianas saipan marianas.saipan saipan-south 15.09788 145.74338 2 57.00000 57.00000 57.000000 2022-04-21 2017-06-19 1767 1767 -87.1380695 5.488940 3.881267 -85.597396 0.0118054 0.0083477 2.2610885 0.8059192 0.5698709 -0.0161783 0.0117009 0.0082738 -86.991681 0.0433561 0.0306574 1.410464 0.0432517 0.0305836
pacific marianas saipan marianas.saipan saipan-west 15.15639 145.68976 2 41.00000 41.00000 41.000000 2022-04-22 2017-05-18 1800 1800 -76.4805961 20.485612 14.485515 -75.650826 16.7347413 11.8332490 1.5253117 0.2718998 0.1922622 -0.2685015 0.1335809 0.0944560 -79.015815 13.2806616 9.3908459 3.633491 3.5876606 2.5368591
pacific marianas saipan marianas.saipan saipan-west 15.15645 145.68970 4 12.19141 12.19141 12.191405 2017-05-18 2014-04-17 1127 1127 -62.4462668 58.043103 29.021551 -54.504123 48.4252508 24.2126254 NaN NA NA -1.9123777 1.7715432 0.8857716 -65.809835 32.7052022 16.3526011 13.218091 15.5239818 7.7619909
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 20.24916 -155.89093 3 13.71600 13.71600 13.716000 2019-07-15 2016-08-15 1064 1064 -19.9394972 14.657149 8.462309 -19.149841 10.5593086 6.0964197 1.4637735 0.1149613 0.0663729 -8.3216150 10.3770602 5.9911985 -19.835576 0.8996813 0.5194312 9.007350 1.5247407 0.8803095
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 20.26824 -155.86038 5 14.02080 14.02080 14.020800 2019-07-15 2016-08-15 1064 1064 -9.1913221 21.868581 9.779927 -11.734307 12.7394455 5.6972532 1.6174486 0.4010625 0.1793606 -8.5244223 8.5508586 3.8240602 -14.357316 6.7243351 3.0072141 11.147431 5.3512919 2.3931705
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-west 19.24436 -155.90028 4 13.71600 13.71600 13.716000 2019-07-11 2016-08-11 1064 1064 -44.8163426 45.133270 22.566635 -39.139907 36.0275696 18.0137848 1.6708584 0.7007958 0.3503979 -1.1661879 1.5234188 0.7617094 -44.865249 28.8567924 14.4283962 6.891530 9.4006726 4.7003363
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-east 21.45862 -157.79865 2 14.93400 14.93400 14.934000 2019-08-04 2017-02-09 906 906 33.5162459 42.176477 29.823273 20.877970 32.9158841 23.2750448 NaN NA NA -0.3794281 0.4516260 0.3193478 -20.138309 19.1597890 13.5480168 41.395707 13.3044690 9.4076803
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-east 21.47971 -157.78301 5 12.49680 12.49680 12.496800 2019-08-04 2016-08-23 1076 1076 -37.4650790 47.785113 21.370152 -39.518218 39.7820096 17.7910555 2.5368993 1.3169249 0.5889467 -0.3193481 0.0867816 0.0388099 -52.467505 37.1426097 16.6106800 13.268635 4.3529306 1.9466898
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-south 21.28838 -157.86536 3 13.71600 13.71600 13.716000 2019-05-07 2016-08-17 993 993 -18.5665212 25.540074 14.745569 -20.812689 17.6497084 10.1900639 1.3014004 0.5263132 0.3038671 -6.7275714 6.2047183 3.5822958 -19.642218 13.4680543 7.7757848 5.557100 4.5514666 2.6277905
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-south 27.78237 -175.88195 4 14.32560 14.32560 14.325600 2019-09-04 2016-09-09 1090 1090 -8.2983085 11.481411 5.740705 -11.853661 7.5676401 3.7838200 1.1506151 0.2369511 0.1184756 -2.1495311 3.4169265 1.7084632 -15.824207 5.8163332 2.9081666 6.120077 1.2611709 0.6305855
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-west 27.79316 -175.99722 4 14.32560 14.32560 14.325600 2019-09-04 2016-09-11 1088 1088 -0.9211665 8.900487 4.450243 -6.821612 5.2239452 2.6119726 1.1614246 0.0397972 0.0198986 -0.0557290 0.0215402 0.0107701 -10.543277 6.7235568 3.3617784 3.777394 1.7681608 0.8840804
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-east -0.36896 -160.00813 2 49.00000 49.00000 49.000000 2018-07-28 2015-04-10 1205 1205 -52.9887362 21.821078 15.429832 -40.612549 17.3325183 12.2559412 -0.3005177 1.1700359 0.8273403 -2.0324333 0.5735721 0.4055767 -41.943510 14.6004676 10.3240896 3.363394 2.1584786 1.5262749
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-east -0.36776 -159.97881 2 49.00000 49.00000 49.000000 2018-07-30 2015-04-09 1208 1208 -64.7008830 33.433283 23.640901 -43.951269 24.5671689 17.3716118 -0.2591183 0.8557622 0.6051153 -1.9501784 1.1546105 0.8164329 -44.429210 24.0804461 17.0274467 2.428119 1.6413333 1.1605979
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-east 5.86379 -162.03062 3 50.00000 50.00000 50.000000 2018-08-04 2015-04-15 1207 1207 -9.0388992 77.633852 44.821925 -7.487012 53.7527044 31.0341384 0.2960183 0.4422245 0.2553184 -0.0666912 0.0581998 0.0336017 -29.388013 22.8078959 13.1681448 21.967692 34.4415782 19.8848544
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-north 5.89733 -162.07817 4 47.00000 47.00000 47.000000 2018-08-05 2015-04-16 1207 1207 -95.9407061 36.756415 18.378207 -72.709002 28.1392177 14.0696088 0.8925878 1.2389858 0.6194929 -0.9152019 1.6995474 0.8497737 -76.051228 26.9686304 13.4843152 4.257428 3.1536812 1.5768406
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-west 5.88322 -162.13322 3 47.00000 47.00000 47.000000 2018-08-02 2015-04-18 1202 1202 -32.5481951 47.985185 27.704259 -29.379325 35.6432148 20.5786197 0.7346679 0.5838281 0.3370733 -0.1452310 0.1205199 0.0695822 -42.032162 22.9703007 13.2619093 12.798068 12.7241313 7.3462806
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-east 19.30616 166.65108 3 14.32490 14.32490 14.324901 2017-04-23 2014-04-29 1090 1066 -11.9404135 94.323781 54.457861 -4.260964 69.3850428 40.0594731 NaN NA NA -0.6335472 0.6857734 0.3959314 -46.156545 26.2061135 15.1301067 42.529129 50.4388132 29.1208624
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-north 19.31602 166.62721 4 13.71533 13.71533 13.715331 2017-04-20 2014-04-17 1099 1096 -75.3360141 49.821191 24.910595 -54.744915 37.4626640 18.7313320 NaN NA NA -0.4440983 0.4250010 0.2125005 -62.426994 33.3083823 16.6541912 8.126178 4.8730313 2.4365156
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-south 19.28065 166.62778 3 14.62969 14.62969 14.629686 2017-04-22 2014-05-01 1087 1064 -120.3602757 20.385800 11.769747 -83.121574 18.8629517 10.8905302 NaN NA NA -1.4367789 1.8853799 1.0885246 -84.778930 18.1023519 10.4513978 3.094134 2.2464810 1.2970064
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-west 19.31625 166.59824 3 14.62969 14.62969 14.629686 2017-04-19 2014-05-15 1070 1063 -50.4173946 54.604913 31.526161 -37.685907 42.9812322 24.8152260 NaN NA NA -0.5427595 0.7971244 0.4602200 -55.436685 34.0516331 19.6597195 18.293537 16.3698109 9.4511147
pacific samoa ofu samoa.ofu ofu-north -14.15785 -169.67442 4 45.00000 45.00000 45.000000 2018-07-09 2015-03-13 1214 1214 -26.1322762 17.611991 8.805995 -13.993649 16.6525713 8.3262856 -0.0520849 0.5919688 0.2959844 -9.9101694 6.6653955 3.3326977 -21.265413 11.4082709 5.7041354 17.181933 10.1432175 5.0716087
pacific samoa ofu samoa.ofu ofu-south -14.17330 -169.64190 4 50.00000 50.00000 50.000000 2018-07-07 2015-03-26 1199 1199 33.3787401 46.899814 23.449907 15.639626 34.3630063 17.1815032 -1.8472778 1.4615588 0.7307794 -0.5177290 0.4993402 0.2496701 -12.445091 14.1015537 7.0507768 28.602445 23.5008206 11.7504103
pacific samoa tau samoa.tau tau-north -14.21240 -169.44067 3 49.00000 49.00000 49.000000 2018-07-12 2015-03-15 1215 1215 31.2382087 36.305865 20.961201 22.361958 28.3734291 16.3814069 0.9752571 0.6331419 0.3655446 -0.8757096 0.9441878 0.5451271 -3.398866 3.6330196 2.0975248 26.636534 26.7787332 15.4607088
pacific samoa tau samoa.tau tau-west -14.25755 -169.50068 4 50.00000 50.00000 50.000000 2018-07-11 2015-03-23 1206 1206 58.9868323 28.444417 14.222209 43.762337 21.0230915 10.5115458 -0.6628383 1.6495404 0.8247702 -3.9333817 4.9737108 2.4868554 -2.167453 1.7265284 0.8632642 49.863172 21.1720458 10.5860229
pacific samoa tutuila samoa.tutuila tutuila-east -14.28521 -170.56401 5 50.00000 50.00000 50.000000 2018-07-05 2015-02-28 1223 1223 -22.3812449 25.337233 11.331155 -22.628714 20.0095004 8.9485206 -1.4184164 0.6483234 0.2899390 -1.2343894 0.9030901 0.4038742 -33.633129 16.9581919 7.5839340 12.238805 7.1816799 3.2117449
pacific samoa tutuila samoa.tutuila tutuila-north -14.24479 -170.65237 4 48.00000 48.00000 48.000000 2018-06-29 2015-02-27 1218 1218 25.4926878 28.387526 14.193763 17.105454 30.8430826 15.4215413 -1.5647625 0.8201907 0.4100954 -3.0799939 1.7517099 0.8758549 -15.133661 12.3491657 6.1745829 35.319108 24.3358432 12.1679216
pacific samoa tutuila samoa.tutuila tutuila-south -14.36351 -170.76300 5 48.00000 48.00000 48.000000 2018-07-04 2015-03-06 1216 1216 42.5373081 44.276466 19.801037 19.545946 32.5559928 14.5594826 0.6347027 1.4656404 0.6554543 -5.2738322 5.0392727 2.2536313 -9.134943 7.0316185 3.1446354 33.954721 31.0792592 13.8990673
pacific samoa tutuila samoa.tutuila tutuila-west -14.29464 -170.81200 5 47.00000 47.00000 47.000000 2018-07-01 2015-03-01 1218 1218 18.7861624 78.141340 34.945870 2.822332 50.2893595 22.4900853 -0.0894167 1.1838154 0.5294184 -3.0476496 1.2095685 0.5409355 -22.608328 32.2761994 14.4343552 28.478310 29.0577434 12.9950179

2.3 Parrot fish community

2.3.1 Summary

There are a total of 869 parrot surveys included in this study. Sites are divided at three levels across 2 basins. The highest level (loc1) includes 8 large regions including:
florida, flowerGardenBanks, caribbean, marianas, middleHawaiianIslands, northwestHawaiianIslands, pacificRemoteIslandArea, samoa

2.3.2 Unify parrot tables and calculate stats at loc3 level

## Percent of sites where biomass matches:  100 %
## Percent of sites where density matches:  100 %
## Percent of sites where BOTH match:      100 %
Parrot community & functional-group summary at loc3 (Mean, SD, N).
Community
Excavators
Scrapers
Density
Biomass
Density
Biomass
Density
Biomass
Basin Loc1 Loc2 Loc1.2 Loc3 Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-north 17.4 37.4 13 0.3 1.0 13 6.518905 23.50425 13 0.0327653 0.118137 13 10.86484 31.66376 13 0.2925326 1.033459 13
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-south 162.4 241.2 12 14.5 29.8 12 63.559322 137.92981 12 10.1409678 28.717151 12 98.87006 179.67200 12 4.3391402 11.243028 12
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-southwest 492.8 424.5 18 31.5 33.3 18 97.300691 118.35975 18 12.2887168 13.233904 18 395.48023 362.79499 18 19.2393870 25.082130 18
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-west 154.5 143.4 17 14.5 14.4 17 44.865404 44.73057 17 6.0729596 10.930968 17 109.67099 144.34529 17 8.4545756 10.493422 17
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-east 804.2 561.4 32 68.6 48.7 32 91.807910 134.23474 32 18.0236459 20.407372 32 712.39407 506.12697 32 50.5980333 38.388032 32
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-north 254.2 267.7 37 17.8 20.2 37 33.592915 54.43418 37 5.7909036 11.211836 37 220.64437 231.68797 37 11.9730144 11.956955 37
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-south 120.1 156.0 20 10.6 12.4 20 21.186441 28.80073 20 2.8802533 4.311397 20 98.87006 154.04378 20 7.6945297 9.744883 20
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-west 706.2 596.6 16 42.2 37.2 16 70.621469 83.79885 16 8.9051406 18.600878 16 635.59322 570.87313 16 33.3445641 22.987404 16
atlantic florida dryTortugas florida.dryTortugas dryTortugas-west 1003.4 477.5 22 47.0 70.3 22 125.834617 116.74963 22 36.7254722 69.474960 22 877.59759 417.53350 22 10.2718573 7.452200 22
atlantic florida keys florida.keys keys-lko 442.2 454.3 22 52.8 108.7 22 47.316384 107.52303 22 33.5602163 92.959797 22 394.83821 414.58334 22 19.2148013 56.857545 22
atlantic florida keys florida.keys keys-mki 742.2 401.8 10 48.6 69.4 10 105.935028 112.65466 10 32.8359000 59.952244 10 636.29944 374.88479 10 15.7970608 15.492513 10
atlantic florida keys florida.keys keys-mko 780.8 504.4 22 154.4 232.1 22 173.669748 198.31781 22 111.7190795 193.878615 22 607.12763 442.26746 22 42.6654617 85.480724 22
atlantic florida keys florida.keys keys-uki 1210.0 1289.2 37 89.5 165.8 37 196.830814 232.25895 37 67.9506926 159.957602 37 1013.13178 1208.90739 37 21.5403284 50.133684 37
atlantic florida keys florida.keys keys-uko 606.5 467.5 16 54.9 49.5 16 108.580508 105.66114 16 36.8790731 46.573336 16 497.88136 426.96504 16 18.0139834 21.697578 16
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks flowerGardenBanks-east 212.9 118.0 41 65.2 42.9 41 123.329199 63.40411 41 57.0168032 43.875625 41 89.56869 99.85435 41 8.1564912 12.328827 41
pacific marianas guam marianas.guam guam-east 138.6 118.1 10 17.5 15.0 10 0.000000 0.00000 10 0.0000000 0.000000 10 138.64164 118.13751 10 17.4929939 14.996378 10
pacific marianas guam marianas.guam guam-north 171.8 246.0 14 41.1 63.3 14 20.210151 61.21836 14 8.3477549 22.083008 14 151.57614 211.32900 14 32.7596492 44.961559 14
pacific marianas guam marianas.guam guam-south 145.1 129.0 31 39.4 54.1 31 7.301732 24.19416 31 10.3380210 33.665175 31 137.82019 123.92347 31 29.0425595 40.340889 31
pacific marianas guam marianas.guam guam-west 201.6 159.3 16 32.9 32.9 16 10.610330 30.77876 16 2.8111019 8.307794 16 190.98593 159.22043 16 30.0826082 30.774826 16
pacific marianas maug marianas.maug maug-east 180.1 68.5 11 108.7 70.4 11 20.577609 38.15191 11 28.8380614 58.646409 11 159.47647 52.58878 11 79.8635741 27.528184 11
pacific marianas maug marianas.maug maug-north 166.9 123.3 10 94.2 77.7 10 16.976527 27.33481 10 28.9096058 51.007987 10 149.95932 115.54913 10 65.2442216 44.600921 10
pacific marianas maug marianas.maug maug-south 177.5 164.1 11 74.0 74.8 11 41.155218 80.39106 11 32.0639460 60.818533 11 136.32666 161.45967 11 41.9066520 44.292595 11
pacific marianas maug marianas.maug maug-west 175.4 87.3 10 116.0 85.7 10 62.247267 72.81142 10 67.8195339 82.516026 10 113.17685 69.30638 10 48.2054193 29.514597 10
pacific marianas pagan marianas.pagan pagan-east 136.3 108.7 11 133.1 117.3 11 61.732826 64.29474 11 111.2699006 123.523402 11 74.59383 79.29725 11 21.8134453 23.244989 11
pacific marianas pagan marianas.pagan pagan-north 188.0 113.5 14 120.5 98.1 14 20.210151 28.13832 14 29.1090234 44.069070 14 167.74426 100.16697 14 91.3506859 67.421791 14
pacific marianas pagan marianas.pagan pagan-south 235.8 243.5 12 139.7 162.8 12 117.892550 196.70753 12 96.5700067 151.243074 12 117.89255 85.16796 12 43.1166932 34.359704 12
pacific marianas pagan marianas.pagan pagan-west 299.9 365.1 10 176.5 215.4 10 118.835691 252.29667 10 94.9421346 161.610370 10 181.08296 148.64563 10 81.5131121 83.720499 10
pacific marianas saipan marianas.saipan saipan-east 205.8 291.9 11 108.3 189.0 11 46.299620 109.78207 11 44.5951651 102.177648 11 159.47647 203.35361 11 63.7470803 95.220873 11
pacific marianas saipan marianas.saipan saipan-northwest 133.8 134.0 11 18.4 21.0 11 0.000000 0.00000 11 0.0000000 0.000000 11 133.75446 133.96699 11 18.3869146 20.967903 11
pacific marianas saipan marianas.saipan saipan-south 186.7 97.3 10 30.6 37.3 10 0.000000 0.00000 10 0.0000000 0.000000 10 186.74180 97.28529 10 30.6341580 37.286409 10
pacific marianas saipan marianas.saipan saipan-west 448.4 263.4 13 23.9 18.5 13 0.000000 0.00000 13 0.0000000 0.000000 13 448.35444 263.36581 13 23.8913228 18.484797 13
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 137.1 118.6 26 153.0 266.8 26 47.882513 95.62246 26 112.3149332 253.391799 26 89.23559 94.58643 26 40.6468052 60.162954 26
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-west 115.4 158.2 13 44.3 77.8 13 4.352956 15.69481 13 4.8291463 17.411734 13 111.00037 151.25347 13 39.4793476 63.399485 13
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-east 118.8 145.6 20 15.3 18.6 20 0.000000 0.00000 20 0.0000000 0.000000 20 118.83569 145.60997 20 15.2875229 18.569016 20
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-south 18.0 44.3 11 5.9 16.6 11 0.000000 0.00000 11 0.0000000 0.000000 11 18.00541 44.32851 11 5.9244288 16.595223 11
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-south 180.1 309.8 11 18.6 28.3 11 0.000000 0.00000 11 0.0000000 0.000000 11 180.05408 309.75966 11 18.5800612 28.269794 11
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-west 896.0 705.3 21 147.8 104.6 21 29.641555 42.41886 21 37.6710013 52.886383 21 866.34183 698.90004 21 110.0880309 78.763018 21
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis jarvis-east 154.6 76.8 28 136.6 98.8 28 36.378273 41.36732 28 63.7583125 79.527890 28 118.22939 67.59695 28 72.8734001 55.760837 28
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-east 158.4 109.3 10 41.9 41.0 10 11.317685 23.85977 10 10.9355372 23.293417 10 147.12990 98.73739 10 30.9996509 25.392901 10
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-north 260.3 131.2 10 67.7 50.1 10 11.317685 35.78966 10 13.4604474 42.565672 10 248.98907 122.82571 10 54.2213815 33.644017 10
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-west 298.0 148.1 15 157.7 148.4 15 64.133547 85.19644 15 109.6364652 147.028569 15 233.89882 102.27748 15 48.0663554 23.393897 15
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-east 126.0 162.7 11 52.4 62.1 11 0.000000 0.00000 11 0.0000000 0.000000 11 126.03785 162.71688 11 52.4080039 62.085892 11
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-north 130.6 105.6 13 47.4 43.3 13 13.058867 47.08441 13 4.0270693 14.519805 13 117.52980 71.06125 13 43.3465823 39.790186 13
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-south 217.9 83.3 10 63.3 39.2 10 0.000000 0.00000 10 0.0000000 0.000000 10 217.86543 83.34928 10 63.2721959 39.218959 10
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-west 343.6 346.7 14 147.5 223.6 14 153.597151 292.30164 14 105.2254524 216.071670 14 189.97542 195.53377 14 42.2384223 33.623587 14
pacific samoa ofu samoa.ofu ofu-north 344.7 206.3 11 256.4 246.3 11 82.310435 95.91241 11 179.8585001 244.896692 11 262.36451 209.10587 11 76.5735564 64.798428 11
pacific samoa ofu samoa.ofu ofu-south 454.9 514.2 13 200.4 285.0 13 217.647785 405.99723 13 151.8769639 257.533688 13 237.23609 155.20541 13 48.5188941 35.182874 13
pacific samoa tau samoa.tau tau-north 137.7 114.1 15 115.1 147.2 15 52.815863 101.37898 15 73.3306503 142.360075 15 84.88264 75.61946 15 41.7874379 39.508451 15
pacific samoa tau samoa.tau tau-west 136.8 117.5 12 100.7 95.3 12 61.304126 88.52010 12 67.8222839 88.211203 12 75.45123 61.91119 12 32.8478878 29.455075 12
pacific samoa tutuila samoa.tutuila tutuila-east 117.7 225.6 25 87.9 228.9 25 24.898907 92.52395 25 64.0642976 202.884990 25 92.80502 151.60524 25 23.8030341 42.503459 25
pacific samoa tutuila samoa.tutuila tutuila-north 298.4 187.4 11 147.9 139.1 11 30.866413 46.41380 11 67.7245985 121.413625 11 267.50891 183.96184 11 80.2120552 43.668593 11
pacific samoa tutuila samoa.tutuila tutuila-south 375.3 174.9 19 60.3 43.7 19 17.870029 56.75365 19 12.4473865 39.407491 19 357.40057 192.18103 19 47.8421990 32.163049 19
pacific samoa tutuila samoa.tutuila tutuila-west 325.4 280.5 10 81.0 75.2 10 0.000000 0.00000 10 0.0000000 0.000000 10 325.38344 280.49509 10 81.0012806 75.232889 10

2.3.3 Unify parrot tables and calculate stats at loc2 level

## Percent of loc2 groups where biomass matches:  100 %
## Percent of loc2 groups where density matches:  100 %
## Percent of loc2 groups where BOTH match:      100 %
Parrot community & functional-group summary at loc2 (Mean, SD, N).
Community
Excavators
Scrapers
Density
Biomass
Density
Biomass
Density
Biomass
Basin Loc1 Loc2 Loc1.2 Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N Mean SD N
atlantic caribbean puertoRico caribbean.puertoRico 227.9 319.7 60 16.5 25.9 60 56.026365 96.67285 60 7.442580 16.05945 60 171.84557 270.11561 60 9.098489 16.97357 60
atlantic caribbean saintCroix caribbean.saintCroix 465.2 507.5 105 35.6 40.6 105 54.613936 91.64200 105 9.439118 16.02112 105 410.54614 462.18487 105 26.186116 30.18590 105
atlantic florida dryTortugas florida.dryTortugas 1003.4 477.5 22 47.0 70.3 22 125.834617 116.74963 22 36.725472 69.47496 22 877.59759 417.53350 22 10.271857 7.45220 22
atlantic florida keys florida.keys 829.9 889.3 107 86.3 156.8 107 139.636200 185.64526 107 61.950881 139.03053 107 690.26374 817.72415 107 24.341610 55.85226 107
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks 212.9 118.0 41 65.2 42.9 41 123.329199 63.40411 41 57.016803 43.87563 41 89.56869 99.85435 41 8.156491 12.32883 41
pacific marianas guam marianas.guam 162.2 161.8 71 35.2 48.2 71 9.564241 34.46909 71 6.793308 24.64425 71 152.62934 150.21299 71 28.383185 36.41935 71
pacific marianas maug marianas.maug 175.2 112.9 42 97.9 76.0 42 35.030929 59.87762 42 38.981273 63.83444 42 140.12372 106.41038 42 58.904021 39.04233 42
pacific marianas pagan marianas.pagan 211.9 223.2 47 140.2 146.8 47 75.852569 157.10477 47 79.569291 124.85129 47 136.05302 109.52555 47 60.667850 62.27466 47
pacific marianas saipan marianas.saipan 254.0 246.3 45 44.7 99.8 45 11.317685 56.07162 45 10.901040 52.42554 45 242.70146 228.55261 45 33.786727 53.41397 45
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii 129.9 131.4 39 116.7 226.8 39 33.372660 80.78058 39 76.486338 212.06695 39 96.49052 114.97158 39 40.257653 60.42291 39
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu 83.1 128.4 31 12.0 18.2 31 0.000000 0.00000 31 0.000000 0.00000 31 83.05720 128.40616 31 11.965135 18.19114 31
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes 649.9 686.5 32 103.4 105.8 32 19.452271 36.95234 32 24.721595 46.20555 32 630.43041 675.10337 32 78.632166 78.80392 32
pacific pacificRemoteIslandArea jarvis pacificRemoteIslandArea.jarvis 154.6 76.8 28 136.6 98.8 28 36.378273 41.36732 28 63.758313 79.52789 28 118.22939 67.59695 28 72.873400 55.76084 28
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra 247.4 142.4 35 98.9 113.8 35 33.953055 64.66654 35 53.957338 109.17398 35 213.41920 112.83156 35 44.948733 27.97252 35
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake 209.8 227.5 48 81.0 131.6 48 48.335946 169.96165 48 31.781422 123.44367 48 161.51279 143.43897 48 49.251114 43.58976 48
pacific samoa ofu samoa.ofu 404.4 399.5 24 226.1 263.7 24 155.618167 307.80647 24 164.701835 246.74333 24 248.75328 178.16450 24 61.377281 51.72333 24
pacific samoa tau samoa.tau 137.3 113.4 27 108.7 124.8 27 56.588424 94.16883 27 70.882487 119.21621 27 80.69090 68.72806 27 37.814304 35.04351 27
pacific samoa tutuila samoa.tutuila 255.5 238.7 65 88.9 157.6 65 20.023596 67.42604 65 39.739667 137.87524 65 235.49490 221.72558 65 49.175739 51.36257 65

2.4 Environmental data

Table of summary statistics for loc2 sites
basin loc1 loc2 loc1.2 loc3 lat lon maxDate minDate n maxTemperature minTemperature meanTemperature maxSalinity minSalinity meanSalinity maxPAR minPAR meanPAR
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-south 17.91047 -66.23161 15/12/2021 15/01/2017 56 29.65833 26.15633 28.01349 38.78876 31.96724 36.29282 57.39200 35.30440 47.86539
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-southwest 17.95355 -67.05065 15/12/2021 15/01/2015 78 29.80867 26.35633 28.09554 39.33810 27.49867 34.94246 57.05850 32.27050 47.19786
atlantic caribbean puertoRico caribbean.puertoRico puertoRico-west 18.34435 -67.26923 15/12/2021 15/01/2017 56 29.59900 26.23800 28.06245 38.73786 34.73122 36.77095 52.86000 30.96850 42.38671
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-east 17.82805 -64.46711 15/12/2021 15/01/2016 79 29.55867 26.08933 27.82354 37.19409 33.60120 35.75669 58.27150 33.80350 47.32692
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-north 17.78532 -64.75953 15/12/2021 15/01/2014 103 29.57033 26.09100 27.77689 37.19809 33.62944 35.81677 57.24733 31.98333 46.47610
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-south 17.70121 -64.64793 15/12/2021 15/01/2016 79 29.57200 26.11067 27.82726 37.35077 33.66517 35.76936 57.98533 32.46400 47.37468
atlantic caribbean saintCroix caribbean.saintCroix saintCroix-west 17.73380 -64.89639 15/12/2021 15/01/2016 79 29.58533 26.13267 27.84178 37.31226 33.67678 35.76740 55.44600 29.53467 44.07132
atlantic florida keys florida.keys keys-lko 24.52202 -81.57709 15/12/2021 15/01/2016 79 30.65767 22.74900 27.09566 37.86179 34.52498 36.53836 59.42500 23.06700 44.24081
atlantic florida keys florida.keys keys-lko 24.55326 -81.43753 15/12/2021 15/01/2016 79 30.73567 22.71400 27.09538 38.09564 34.95231 36.68801 58.84217 21.98483 44.34031
atlantic florida keys florida.keys keys-mki 24.68554 -81.04336 15/12/2021 15/01/2016 79 30.69467 22.67633 27.09894 38.55490 34.55724 36.79383 58.75733 22.80667 44.25287
atlantic florida keys florida.keys keys-mki 24.68988 -81.02940 15/12/2021 15/01/2016 79 30.69467 22.67633 27.09894 38.55490 34.55724 36.79383 58.75733 22.80667 44.25287
atlantic florida keys florida.keys keys-mko 24.63127 -81.09255 15/12/2021 15/01/2016 79 30.57033 22.91033 27.13954 38.55490 34.55724 36.79383 58.95467 22.93533 44.27389
atlantic florida keys florida.keys keys-mko 24.63388 -81.08344 15/12/2021 15/01/2016 79 30.57033 22.91033 27.13954 38.55490 34.55724 36.79383 58.95467 22.93533 44.27389
atlantic florida keys florida.keys keys-uki 24.89742 -80.61573 15/12/2021 15/01/2013 113 30.66667 23.17900 27.14902 38.88633 34.30801 36.97306 58.46350 22.62400 43.25230
atlantic florida keys florida.keys keys-uki 24.95375 -80.54806 15/12/2021 15/01/2016 78 30.62300 23.15067 27.19368 38.70824 34.30801 36.99134 58.46350 22.62400 44.02179
atlantic florida keys florida.keys keys-uko 24.88266 -80.56088 15/12/2021 15/01/2016 78 30.44667 23.39467 27.23236 38.70824 34.30801 36.99134 58.36247 22.54112 44.04670
atlantic florida keys florida.keys keys-uko 24.90250 -80.53104 15/12/2021 15/01/2016 78 30.46833 23.37133 27.22422 38.70824 34.30801 36.99134 58.25088 22.37050 44.03965
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks flowerGardenBanks-east 27.90740 -93.59925 15/12/2021 15/01/2015 90 30.71700 20.37733 25.54828 37.46044 30.19611 34.89411 60.33400 17.77200 39.22562
pacific marianas guam marianas.guam guam-east 13.47516 144.86485 15/12/2021 15/01/2014 103 30.22367 27.12567 28.86750 35.03508 32.39564 33.72445 56.67400 34.13600 44.33913
pacific marianas guam marianas.guam guam-north 13.60330 144.92365 15/12/2021 15/01/2014 102 30.24267 27.11733 28.85499 34.72307 32.18224 33.67773 55.17700 33.53600 44.42393
pacific marianas guam marianas.guam guam-south 13.24126 144.70442 15/12/2021 15/01/2014 103 30.25300 27.14067 28.91133 35.11860 33.15658 34.03647 56.58000 33.95467 44.66653
pacific marianas guam marianas.guam guam-west 13.52894 144.80037 15/12/2021 15/01/2014 102 30.21900 27.13467 28.84329 34.72307 32.18224 33.67773 55.53400 32.96700 43.42567
pacific marianas maug marianas.maug maug-east 20.02033 145.23972 15/12/2021 15/01/2014 99 30.87433 25.11633 28.31862 36.06712 33.62441 34.55486 59.07350 28.48100 45.11780
pacific marianas maug marianas.maug maug-north 20.03570 145.22467 15/12/2021 15/01/2014 99 30.87433 25.11633 28.31862 36.06712 33.62441 34.55486 59.07350 28.48100 45.11780
pacific marianas maug marianas.maug maug-south 20.01398 145.22746 15/12/2021 15/01/2017 66 30.35500 25.64900 28.39455 36.06712 33.62441 34.47699 59.07350 30.70975 45.17994
pacific marianas maug marianas.maug maug-west 20.01312 145.20806 15/12/2021 15/01/2014 99 30.87433 25.11633 28.31862 36.06712 33.62441 34.55486 59.44800 28.38800 44.80622
pacific marianas pagan marianas.pagan pagan-east 18.09612 145.76486 15/12/2021 15/01/2014 103 30.60000 26.21467 28.61807 36.18639 33.33631 34.35146 57.28067 26.93133 44.01817
pacific marianas pagan marianas.pagan pagan-north 18.16784 145.79495 15/12/2021 15/01/2014 103 30.63233 26.12533 28.60394 36.18639 33.33631 34.35146 58.72200 27.96800 44.47614
pacific marianas pagan marianas.pagan pagan-south 18.04564 145.70623 15/12/2021 15/01/2014 103 30.58700 26.26533 28.63017 35.17295 33.46750 34.36366 57.09600 25.62000 43.41293
pacific marianas pagan marianas.pagan pagan-west 18.12014 145.75466 15/12/2021 15/01/2014 103 30.61733 26.17025 28.61298 36.18639 33.33631 34.35146 57.28067 26.93133 44.01817
pacific marianas saipan marianas.saipan saipan-east 15.25866 145.81569 15/12/2021 15/01/2014 103 30.34400 26.92233 28.77355 35.01051 33.21275 34.19024 56.97400 33.92880 45.52164
pacific marianas saipan marianas.saipan saipan-northwest 15.25719 145.76675 15/12/2021 15/01/2017 67 30.32133 26.98633 28.78051 34.88993 33.55919 34.17502 57.15450 35.51120 46.39015
pacific marianas saipan marianas.saipan saipan-south 15.09785 145.74337 15/12/2021 15/01/2014 103 30.29200 26.95933 28.75117 35.18739 33.44971 34.24299 56.57467 33.89000 45.42712
pacific marianas saipan marianas.saipan saipan-west 15.15645 145.68970 15/12/2021 15/01/2014 103 30.25700 26.94067 28.73052 35.18739 33.44971 34.24299 56.26156 33.28067 44.44965
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 20.24913 -155.89095 15/12/2019 15/01/2013 75 28.46767 23.92000 25.96344 35.42809 29.36302 32.64477 58.32083 30.97600 45.80875
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-north 20.26828 -155.86040 15/12/2019 15/01/2013 75 28.45833 23.89167 25.94135 35.42809 29.36302 32.64477 57.76133 31.15067 45.30707
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii hawaii-west 19.24432 -155.90024 15/12/2019 15/01/2013 84 28.67000 24.29700 26.29705 36.24085 32.19949 34.13069 52.25800 24.06533 38.86551
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-east 21.45862 -157.79865 15/12/2019 15/03/2017 23 27.64767 23.18400 25.87559 36.89705 32.20330 34.23041 56.79250 29.30550 44.12433
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-east 21.47972 -157.78294 15/12/2019 15/01/2013 59 28.03000 23.18400 25.60160 38.34129 31.58331 34.44019 57.24200 25.77600 44.75641
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu oahu-south 21.28838 -157.86542 15/12/2019 15/01/2013 59 28.45067 23.39867 25.96151 38.34129 31.58331 34.44019 57.53000 29.07900 47.73870
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes pearlHermes-south 27.78237 -175.88195 15/12/2019 15/01/2013 84 28.90100 19.49433 23.95309 36.01855 33.78317 35.14682 58.76400 20.76200 40.64833
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-east 5.86379 -162.03062 15/12/2018 15/01/2015 48 29.75500 27.55433 28.68729 34.70937 32.92673 34.06319 49.90200 30.56344 41.13499
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-north 5.89733 -162.07817 15/12/2018 15/01/2015 48 29.74767 27.55933 28.68787 34.70937 32.92673 34.06319 50.94200 31.46800 41.24415
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra palmyra-west 5.88322 -162.13322 15/12/2018 15/01/2015 48 29.74200 27.56533 28.68966 34.70937 32.92673 34.06319 51.85600 32.12720 41.10372
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-east 19.30616 166.65108 15/12/2017 15/01/2014 48 30.02033 25.64500 27.92985 35.48462 34.10323 34.84642 55.91600 32.13300 44.56893
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-north 19.31602 166.62721 15/12/2017 15/01/2014 48 30.02133 25.64933 27.93038 35.48462 34.10323 34.84642 55.91600 32.13300 44.56893
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-south 19.28065 166.62778 15/12/2017 15/01/2014 48 30.02833 25.65700 27.93778 35.48462 34.10323 34.84642 56.28429 32.83957 44.73363
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake wake-west 19.31625 166.59824 15/12/2017 15/01/2014 48 30.02200 25.65300 27.93274 35.48462 34.10323 34.84642 55.63979 31.74757 44.41450
pacific samoa ofu samoa.ofu ofu-north -14.15785 -169.67442 15/12/2018 15/01/2015 48 30.19200 27.36300 28.91258 36.22795 29.94075 34.16768 52.69440 24.90720 42.12891
pacific samoa ofu samoa.ofu ofu-south -14.17330 -169.64190 15/12/2018 15/01/2015 48 30.19100 27.36800 28.90807 36.22795 29.94075 34.16768 52.70600 25.77780 41.86850
pacific samoa tau samoa.tau tau-north -14.21240 -169.44067 15/12/2018 15/01/2015 48 30.17567 27.31800 28.87915 36.51796 32.66103 34.27526 51.77400 24.87560 41.55035
pacific samoa tau samoa.tau tau-west -14.25755 -169.50068 15/12/2018 15/01/2015 48 30.13267 27.26233 28.86830 36.68739 32.80734 34.63480 52.53400 24.76200 41.05929
pacific samoa tutuila samoa.tutuila tutuila-east -14.28521 -170.56401 15/12/2017 15/01/2015 32 30.10800 27.10633 28.80980 39.24479 26.63661 34.18115 52.16050 29.25950 41.48897
pacific samoa tutuila samoa.tutuila tutuila-north -14.24479 -170.65237 15/12/2017 15/01/2015 16 30.02167 27.61733 28.97715 37.08763 26.63661 31.46730 50.62200 29.85350 42.78166
pacific samoa tutuila samoa.tutuila tutuila-south -14.36351 -170.76300 15/12/2017 15/01/2015 32 30.08467 26.99067 28.79176 39.11469 26.63661 33.62904 52.23450 28.80450 41.32216
pacific samoa tutuila samoa.tutuila tutuila-west -14.29464 -170.81200 15/12/2017 15/01/2015 32 30.09233 27.06867 28.86902 39.11469 26.63661 33.62904 51.44610 28.54370 40.97039

2.5 Volume vs. Mass

Plot of deltaVolume_mm3cm2y vs. deltaMass_mgcm2y:

3 Spatial analysis of parrotfish data

3.1 General prevalence data

Combine bar stats and parrot community stats tables

3.1.1 Mean parrot biomass_kg_ha vs parrot density_ind_ha by point

3.1.2 Parrot biomass vs. density by loc2 and loc3

3.1.3 Boxplots of biomass and density at loc2 for community, scraper, and excavators

Note that these are based on individual point data

4 Spatial analysis of environmental data

4.1 Types of data

EnvironmentalData — Columns grouped by type. Bold = full coverage across all loc1.2.
Category Column # Values (non-NA) Sites w/ Data Start End Frequency Value Group
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before 4,572 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,569 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,569 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,569 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,569 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4,565 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,564 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,564 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,564 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,559 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo 4,555 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,546 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo 4,544 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 4,541 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 4,541 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 4,541 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 4,541 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 4,541 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 4,541 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 4,541 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 4,541 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 4,541 16/17 2013-01-15 2023-12-15 monthly G3
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 0 0/17 insufficient G1
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 0 0/17 insufficient G1
Chlorophyll mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 0 0/17 insufficient G1
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy 0 0/17 insufficient G1
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo 0 0/17 insufficient G1
Chlorophyll sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk 0 0/17 insufficient G1
Geospatial lat 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Geospatial lon 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Other / Metadata basin 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Other / Metadata loc1 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Other / Metadata loc1.2 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Other / Metadata loc2 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Other / Metadata loc3 4,656 17/17 2013-01-15 2023-12-15 monthly G4
PAR / Light mean_PAR_NASA_VIIRS_monthly_01dy 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_PAR_NASA_VIIRS_monthly_01mo 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_PAR_NASA_VIIRS_monthly_01wk 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_PAR_NASA_VIIRS_monthly_01yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_PAR_NASA_VIIRS_monthly_03mo 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_PAR_NASA_VIIRS_monthly_03yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_PAR_NASA_VIIRS_monthly_05yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_PAR_NASA_VIIRS_monthly_06mo 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_PAR_NASA_VIIRS_monthly_10yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_PAR_NASA_VIIRS_monthly_10yr_01yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_PAR_NASA_VIIRS_monthly_all_before 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_01yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_03mo 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_03yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_05yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_06mo 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_10yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_10yr_01yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_all_before 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q05_PAR_NASA_VIIRS_monthly_01dy 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q05_PAR_NASA_VIIRS_monthly_01mo 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q05_PAR_NASA_VIIRS_monthly_01wk 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q05_PAR_NASA_VIIRS_monthly_01yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q05_PAR_NASA_VIIRS_monthly_03mo 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q05_PAR_NASA_VIIRS_monthly_03yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q05_PAR_NASA_VIIRS_monthly_05yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q05_PAR_NASA_VIIRS_monthly_06mo 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q05_PAR_NASA_VIIRS_monthly_10yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q05_PAR_NASA_VIIRS_monthly_10yr_01yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q05_PAR_NASA_VIIRS_monthly_all_before 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q95_PAR_NASA_VIIRS_monthly_01dy 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q95_PAR_NASA_VIIRS_monthly_01mo 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q95_PAR_NASA_VIIRS_monthly_01wk 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q95_PAR_NASA_VIIRS_monthly_01yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q95_PAR_NASA_VIIRS_monthly_03mo 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q95_PAR_NASA_VIIRS_monthly_03yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q95_PAR_NASA_VIIRS_monthly_05yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q95_PAR_NASA_VIIRS_monthly_06mo 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q95_PAR_NASA_VIIRS_monthly_10yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q95_PAR_NASA_VIIRS_monthly_10yr_01yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light q95_PAR_NASA_VIIRS_monthly_all_before 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light sd_PAR_NASA_VIIRS_monthly_01yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light sd_PAR_NASA_VIIRS_monthly_03mo 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light sd_PAR_NASA_VIIRS_monthly_03yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light sd_PAR_NASA_VIIRS_monthly_05yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light sd_PAR_NASA_VIIRS_monthly_06mo 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light sd_PAR_NASA_VIIRS_monthly_10yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light sd_PAR_NASA_VIIRS_monthly_10yr_01yr 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light sd_PAR_NASA_VIIRS_monthly_all_before 4,364 16/17 2013-01-15 2022-07-15 monthly G2
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_01dy 0 0/17 insufficient G1
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_01mo 0 0/17 insufficient G1
PAR / Light mean_annual_range_PAR_NASA_VIIRS_monthly_01wk 0 0/17 insufficient G1
PAR / Light sd_PAR_NASA_VIIRS_monthly_01dy 0 0/17 insufficient G1
PAR / Light sd_PAR_NASA_VIIRS_monthly_01mo 0 0/17 insufficient G1
PAR / Light sd_PAR_NASA_VIIRS_monthly_01wk 0 0/17 insufficient G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,532 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,532 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,532 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,532 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before 2,532 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,523 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,523 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,523 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,523 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,523 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,523 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,522 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,522 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr 2,522 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr 2,522 9/17 2013-01-15 2022-12-15 monthly G2
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,350 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,350 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,350 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,343 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr 2,343 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,273 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,273 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,273 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,255 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr 2,253 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,181 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,181 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,181 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,144 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,144 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,144 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,134 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr 2,128 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2,121 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2,121 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2,121 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,103 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo 2,095 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2,017 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 1,987 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 1,970 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 1,970 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 1,970 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 1,970 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 1,970 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 1,970 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 1,970 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 1,970 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 1,970 9/17 2013-01-15 2022-12-15 monthly G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 0 0/17 insufficient G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 0 0/17 insufficient G1
Phytoplankton mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 0 0/17 insufficient G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy 0 0/17 insufficient G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo 0 0/17 insufficient G1
Phytoplankton sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk 0 0/17 insufficient G1
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_all_before 4,584 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr 4,583 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,582 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr 4,582 17/17 2013-01-15 2023-12-15 monthly G3
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,582 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,578 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,570 17/17 2013-01-15 2023-12-15 monthly G3
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,570 17/17 2013-01-15 2023-12-15 monthly G3
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,570 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_05yr 4,568 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,565 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03yr 4,537 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,534 17/17 2013-01-15 2023-12-15 monthly G3
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,534 17/17 2013-01-15 2023-12-15 monthly G3
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,534 17/17 2013-01-15 2023-12-15 monthly G3
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,530 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,516 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,453 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01yr 4,404 17/17 2013-01-15 2023-12-15 monthly G3
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 4,380 17/17 2013-01-15 2023-11-15 monthly G3
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 4,380 17/17 2013-01-15 2023-11-15 monthly G3
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 4,380 17/17 2013-01-15 2023-11-15 monthly G3
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,351 17/17 2013-01-15 2023-12-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,348 17/17 2013-01-15 2023-12-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,299 17/17 2013-01-15 2023-12-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_06mo 4,238 17/17 2013-01-15 2023-12-15 monthly G2
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 3,887 17/17 2013-01-15 2023-11-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 3,880 17/17 2013-01-15 2023-11-15 monthly G2
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 3,874 17/17 2013-01-15 2023-11-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 3,710 17/17 2013-01-15 2023-10-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 3,710 17/17 2013-01-15 2023-10-15 monthly G2
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 3,710 17/17 2013-01-15 2023-10-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 3,710 17/17 2013-01-15 2023-10-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 3,710 17/17 2013-01-15 2023-10-15 monthly G2
Salinity q05_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 3,710 17/17 2013-01-15 2023-10-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 3,710 17/17 2013-01-15 2023-10-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 3,710 17/17 2013-01-15 2023-10-15 monthly G2
Salinity q95_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 3,710 17/17 2013-01-15 2023-10-15 monthly G2
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 3,515 17/17 2013-01-15 2023-08-15 monthly G2
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 0 0/17 insufficient G1
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 0 0/17 insufficient G1
Salinity mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 0 0/17 insufficient G1
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 0 0/17 insufficient G1
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 0 0/17 insufficient G1
Salinity mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 0 0/17 insufficient G1
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 0 0/17 insufficient G1
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 0 0/17 insufficient G1
Salinity mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 0 0/17 insufficient G1
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_01dy 0 0/17 insufficient G1
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_01mo 0 0/17 insufficient G1
Salinity sd_Sea_Surface_Salinity_MirasSMOS_3Day_01wk 0 0/17 insufficient G1
Temperature mean_Sea_Surface_Temperature_CRW_daily_01dy 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_Sea_Surface_Temperature_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_01dy 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q05_Sea_Surface_Temperature_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_01dy 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature q95_Sea_Surface_Temperature_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature sd_Sea_Surface_Temperature_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Temperature mean_annual_range_Sea_Surface_Temperature_CRW_daily_01dy 0 0/17 insufficient G1
Temperature mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01dy 0 0/17 insufficient G1
Temperature mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01dy 0 0/17 insufficient G1
Temperature sd_Sea_Surface_Temperature_CRW_daily_01dy 0 0/17 insufficient G1
Temporal date 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_01dy 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress Degree_Heating_Weeks_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_01dy 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_Degree_Heating_Weeks_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01dy 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress YearsToLast_major_Degree_Heating_Weeks_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_01dy 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress major_Degree_Heating_Weeks_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_01dy 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_Degree_Heating_Weeks_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01dy 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_01dy 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_Degree_Heating_Weeks_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01dy 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01wk 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_03mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_03yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_05yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_06mo 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress mean_maximum_major_Degree_Heating_Weeks_CRW_daily_all_before 4,656 17/17 2013-01-15 2023-12-15 monthly G4
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_all_before 4,519 17/17 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_10yr 4,519 17/17 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_05yr 4,507 17/17 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_03yr 4,472 17/17 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,460 17/17 2013-01-15 2023-12-15 monthly G3
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_10yr 4,396 17/17 2013-01-15 2023-12-15 monthly G3
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_all_before 4,375 17/17 2013-01-15 2023-12-15 monthly G3
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_10yr_01yr 4,304 17/17 2013-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_05yr 4,282 17/17 2013-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_03yr 4,128 17/17 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_10yr 4,076 16/17 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_01yr 3,950 17/17 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 3,782 16/17 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_05yr 3,744 16/17 2013-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_all_before 3,682 15/17 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_06mo 3,261 17/17 2013-01-15 2023-12-15 monthly G2
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_03yr 3,183 16/17 2014-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr 3,019 15/17 2013-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr 2,596 14/17 2013-01-15 2023-12-15 monthly G2
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_05yr 2,362 13/17 2014-07-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_03mo 2,362 17/17 2013-01-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01yr 1,754 16/17 2014-01-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_01mo 1,730 17/17 2013-08-15 2023-12-15 monthly G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_03yr 1,502 10/17 2014-07-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_01wk 1,493 17/17 2013-08-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_Degree_Heating_Weeks_CRW_daily_01dy 1,435 17/17 2013-08-15 2023-12-15 monthly G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_01yr 1,238 17/17 2013-08-15 2023-11-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_06mo 1,093 16/17 2014-01-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_03mo 691 16/17 2014-01-15 2023-12-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01mo 431 16/17 2014-07-15 2023-11-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01wk 366 16/17 2014-07-15 2023-11-15 monthly G1
Thermal Stress mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01dy 311 16/17 2014-07-15 2023-10-15 monthly G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01yr 138 10/17 2014-07-15 2023-11-15 monthly G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_06mo 47 6/17 2014-06-15 2022-06-15 irregular G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_01dy 0 0/17 insufficient G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_01mo 0 0/17 insufficient G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_01wk 0 0/17 insufficient G1
Thermal Stress ci95_maximum_Degree_Heating_Weeks_CRW_daily_03mo 0 0/17 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01dy 0 0/17 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01mo 0 0/17 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01wk 0 0/17 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_03mo 0 0/17 insufficient G1
Thermal Stress ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_06mo 0 0/17 insufficient G1
Color Key: G1 (red, least values) → G5 (green, most values).
Value Group Non-NA Count Range
G1 0–2,458
G2 2,458–4,364
G3 4,364–4,584
G4 4,584–4,656
G5 4,656–4,657

4.2 Parameters to focus on

Based on the above, we focus on the following: Temperature: mean_Sea_Surface_Temperature_CRW_daily_01dy Thermal Stress: Degree_Heating_Weeks_CRW_daily_01wk

Focused Environmental Parameters — Coverage Summary
Category Parameter # Values Sites (of total) Start End
Temperature mean_Sea_Surface_Temperature_CRW_daily_01mo 4656 17/17 2013-01-15 2023-12-15
Salinity mean_Sea_Surface_Salinity_MirasSMOS_3Day_03mo 4380 17/17 2013-01-15 2023-11-15
Chlorophyll mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr 4572 16/17 2013-01-15 2023-12-15
PAR / Light mean_PAR_NASA_VIIRS_monthly_01dy 4364 16/17 2013-01-15 2022-07-15
Phytoplankton mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo 2121 9/17 2013-01-15 2022-12-15
Geospatial lat 4656 17/17 2013-01-15 2023-12-15
Geospatial lon 4656 17/17 2013-01-15 2023-12-15
Metadata basin 4656 17/17 2013-01-15 2023-12-15
Metadata loc1 4656 17/17 2013-01-15 2023-12-15
Metadata loc1.2 4656 17/17 2013-01-15 2023-12-15

4.3 Environmental data stats

Environmental Stats by Site
location
date coverage
SST
Salinity
Chlorophyll-a
PAR
Phytoplankton size
basin loc1 loc2 loc1.2 startDate endDate n_SST mean_SST sd_SST se_SST n_SSS mean_SSS sd_SSS se_SSS n_CHL mean_CHL sd_CHL se_CHL n_PAR mean_PAR sd_PAR se_PAR n_PHYTO mean_PHYTO sd_PHYTO se_PHYTO
atlantic caribbean puertoRico caribbean.puertoRico 2015-01-15 2022-12-15 276 27.98635 1.0021423 0.0603219 190 35.87938 1.5274343 0.1108117 276 0.2939818 0.1255268 0.0075558 271 45.86696 6.762239 0.4107768 0
atlantic caribbean saintCroix caribbean.saintCroix 2014-01-15 2022-12-15 360 27.86278 1.0055094 0.0529950 360 35.68132 0.8992621 0.0473953 360 0.1672140 0.0377613 0.0019902 340 46.32382 6.746828 0.3658981 0
atlantic florida dryTortugas florida.dryTortugas 2015-01-15 2021-12-15 84 26.74598 2.6320760 0.2871830 84 36.00599 0.6300694 0.0687462 0 0 0
atlantic florida keys florida.keys 2013-01-15 2023-12-15 924 27.27324 2.3717033 0.0780233 915 36.76329 0.8112077 0.0268177 924 0.2287393 0.0321270 0.0010569 826 44.14643 9.765918 0.3397998 0
atlantic flowerGardenBanks flowerGardenBanks flowerGardenBanks.flowerGardenBanks 2015-01-15 2022-12-15 96 25.71475 3.2534921 0.3320581 95 34.96236 1.4652931 0.1503359 96 0.2543008 0.0353510 0.0036080 91 39.41053 11.793893 1.2363360 0
pacific marianas guam marianas.guam 2014-01-15 2022-12-15 432 28.90835 0.7827113 0.0376582 430 33.76275 0.5464061 0.0263500 432 0.0552559 0.0086824 0.0004177 412 44.22213 5.910617 0.2911952 324 0.9394456 0.0758588 0.0042144
pacific marianas maug marianas.maug 2014-01-15 2022-12-15 396 28.36595 1.4315559 0.0719384 379 34.51032 0.5073542 0.0260610 396 0.0593293 0.0050413 0.0002533 376 44.76522 8.220151 0.4239219 396 0.9690120 0.0893924 0.0044921
pacific marianas pagan marianas.pagan 2014-01-15 2022-12-15 432 28.66478 1.1579106 0.0557100 432 34.35408 0.4504119 0.0216705 432 0.0646411 0.0164810 0.0007929 412 43.98135 7.200212 0.3547290 411 0.9308673 0.0764679 0.0037719
pacific marianas saipan marianas.saipan 2014-01-15 2022-12-15 396 28.80200 0.8831598 0.0443804 396 34.20247 0.3658608 0.0183852 396 0.0713085 0.0145905 0.0007332 376 45.35685 6.419172 0.3310435 323 1.3583190 0.4460578 0.0248193
pacific middleHawaiianIslands hawaii middleHawaiianIslands.hawaii 2013-01-15 2019-12-15 252 26.06691 1.1263578 0.0709539 234 33.17818 1.3723052 0.0897104 252 0.0983016 0.0067546 0.0004255 252 42.88309 7.865416 0.4954746 84 1.2295639 0.0993023 0.0108348
pacific middleHawaiianIslands oahu middleHawaiianIslands.oahu 2013-01-15 2019-12-15 204 25.66704 1.2620045 0.0883580 141 34.40597 1.2843481 0.1081616 204 0.1293978 0.0147808 0.0010349 204 43.57876 8.946724 0.6263959 168 1.8239159 0.3972456 0.0306482
pacific northwestHawaiianIslands pearlHermes northwestHawaiianIslands.pearlHermes 2013-01-15 2019-12-15 84 23.95309 2.6147291 0.2852903 84 35.14682 0.3905892 0.0426168 84 0.0938650 0.0082375 0.0008988 84 40.64833 11.512870 1.2561571 84 2.7592708 0.2926859 0.0319347
pacific pacificRemoteIslandArea palmyra pacificRemoteIslandArea.palmyra 2015-01-15 2018-12-15 144 28.68827 0.5872159 0.0489347 144 34.06319 0.4180630 0.0348386 144 0.1332477 0.0252595 0.0021050 144 41.16095 4.741580 0.3951316 139 1.6580869 0.2678883 0.0227220
pacific pacificRemoteIslandArea wake pacificRemoteIslandArea.wake 2014-01-15 2017-12-15 192 27.93269 1.2854688 0.0927707 192 34.84642 0.3160059 0.0228058 192 0.0507453 0.0017270 0.0001246 192 44.57150 7.436761 0.5367020 192 1.0527659 0.2843405 0.0205205
pacific samoa ofu samoa.ofu 2015-01-15 2018-12-15 96 28.91033 0.7202139 0.0735065 96 34.16768 1.2659702 0.1292075 96 0.0669868 0.0071115 0.0007258 96 41.99870 6.639070 0.6775972 0
pacific samoa tau samoa.tau 2015-01-15 2018-12-15 96 28.87373 0.7372825 0.0752486 96 34.45503 0.8047850 0.0821380 96 0.0713949 0.0098823 0.0010086 96 41.30482 6.597556 0.6733603 0
pacific samoa tutuila samoa.tutuila 2015-01-15 2018-12-15 192 28.86557 0.7668384 0.0553418 112 33.47796 2.9346935 0.2773025 192 0.1038933 0.0136465 0.0009849 192 41.38357 6.316282 0.4558384 0

4.4 Environmental data by site

4.4.1 Boxplots

4.4.2 Time series

5 Spatial analysis of BAR data

5.1 Statistical model of BAR data by loc2 in loc1

5.1.1 ANOVA for deltaMass_mgcm2y

5.1.1.1 ANOVA table for deltaMass_mgcm2y

term df sumsq meansq statistic p.value
loc1 7 211530.75 30218.679 16.3136 <0.0001
loc1:loc2 10 52105.43 5210.543 2.8129 0.0022
Residuals 435 805776.62 1852.360

5.1.1.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): deltaMass_mgcm2y
contrast estimate SE df t.ratio p.value
caribbean - florida -8.3504 9.6517 435 -0.8652 0.9889
caribbean - flowerGardenBanks 60.0216 14.1640 435 4.2376 7e-04
caribbean - marianas 6.1331 7.0272 435 0.8728 0.9883
caribbean - middleHawaiianIslands 4.1585 10.8223 435 0.3843 0.9999
caribbean - northwestHawaiianIslands -11.9081 16.2409 435 -0.7332 0.996
caribbean - pacificRemoteIslandArea 41.8299 10.9586 435 3.8171 0.0038
caribbean - samoa -38.6287 9.9088 435 -3.8984 0.0028
florida - flowerGardenBanks 68.3720 15.1436 435 4.5149 2e-04
florida - marianas 14.4835 8.8370 435 1.6390 0.7263
florida - middleHawaiianIslands 12.5089 12.0761 435 1.0358 0.9687
florida - northwestHawaiianIslands -3.5576 17.1020 435 -0.2080 1
florida - pacificRemoteIslandArea 50.1804 12.1984 435 4.1137 0.0012
florida - samoa -30.2783 11.2648 435 -2.6879 0.129
flowerGardenBanks - marianas -53.8885 13.6219 435 -3.9560 0.0022
flowerGardenBanks - middleHawaiianIslands -55.8631 15.9153 435 -3.5100 0.0115
flowerGardenBanks - northwestHawaiianIslands -71.9297 19.9985 435 -3.5967 0.0085
flowerGardenBanks - pacificRemoteIslandArea -18.1917 16.0083 435 -1.1364 0.9485
flowerGardenBanks - samoa -98.6503 15.3088 435 -6.4440 <0.0001
marianas - middleHawaiianIslands -1.9746 10.1024 435 -0.1955 1
marianas - northwestHawaiianIslands -18.0411 15.7704 435 -1.1440 0.9466
marianas - pacificRemoteIslandArea 35.6969 10.2483 435 3.4832 0.0126
marianas - samoa -44.7618 9.1171 435 -4.9096 <0.0001
middleHawaiianIslands - northwestHawaiianIslands -16.0666 17.7889 435 -0.9032 0.9857
middleHawaiianIslands - pacificRemoteIslandArea 37.6714 13.1441 435 2.8660 0.0822
middleHawaiianIslands - samoa -42.7872 12.2826 435 -3.4836 0.0126
northwestHawaiianIslands - pacificRemoteIslandArea 53.7380 17.8721 435 3.0068 0.0559
northwestHawaiianIslands - samoa -26.7206 17.2484 435 -1.5492 0.7801
pacificRemoteIslandArea - samoa -80.4586 12.4028 435 -6.4871 <0.0001

5.1.1.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: deltaMass_mgcm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix -14.7389 11.3529 435 -1.2983 0.1949
florida dryTortugas - keys -35.8711 15.6119 435 -2.2977 0.0221
flowerGardenBanks (nothing)
marianas guam - maug 3.3600 11.5871 435 0.2900 0.9915
marianas guam - pagan -13.9734 11.9980 435 -1.1646 0.6495
marianas guam - saipan 33.3384 12.8349 435 2.5975 0.0476
marianas maug - pagan -17.3334 10.4794 435 -1.6540 0.3495
marianas maug - saipan 29.9784 11.4281 435 2.6232 0.0445
marianas pagan - saipan 47.3118 11.8444 435 3.9944 0.0004
middleHawaiianIslands hawaii - oahu -6.1541 18.4282 435 -0.3340 0.7386
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra -7.9924 25.4622 435 -0.3139 0.9471
pacificRemoteIslandArea jarvis - wake 6.5012 24.6085 435 0.2642 0.9623
pacificRemoteIslandArea palmyra - wake 14.4936 18.1032 435 0.8006 0.7028
samoa ofu - tau -43.4713 22.2748 435 -1.9516 0.1257
samoa ofu - tutuila -11.9916 18.1394 435 -0.6611 0.7862
samoa tau - tutuila 31.4797 19.0293 435 1.6543 0.2242

5.1.2 ANOVA for deltaVolume_mm3cm2y

5.1.2.1 ANOVA table for deltaVolume_mm3cm2y

term df sumsq meansq statistic p.value
loc1 7 87842.46 12548.922 11.7609 <0.0001
loc1:loc2 10 28665.08 2866.508 2.6865 0.0033
Residuals 435 464147.40 1067.005

5.1.2.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): deltaVolume_mm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida -1.8006 7.3253 435 -0.2458 1
caribbean - flowerGardenBanks 44.5632 10.7499 435 4.1454 0.0011
caribbean - marianas 6.2399 5.3334 435 1.1700 0.94
caribbean - middleHawaiianIslands 2.7079 8.2137 435 0.3297 1
caribbean - northwestHawaiianIslands -10.2298 12.3263 435 -0.8299 0.9913
caribbean - pacificRemoteIslandArea 23.1432 8.3172 435 2.7826 0.1021
caribbean - samoa -32.5496 7.5204 435 -4.3282 5e-04
florida - flowerGardenBanks 46.3638 11.4934 435 4.0339 0.0017
florida - marianas 8.0405 6.7070 435 1.1988 0.9321
florida - middleHawaiianIslands 4.5085 9.1653 435 0.4919 0.9997
florida - northwestHawaiianIslands -8.4292 12.9798 435 -0.6494 0.9981
florida - pacificRemoteIslandArea 24.9438 9.2581 435 2.6943 0.1271
florida - samoa -30.7490 8.5495 435 -3.5966 0.0085
flowerGardenBanks - marianas -38.3234 10.3385 435 -3.7069 0.0058
flowerGardenBanks - middleHawaiianIslands -41.8554 12.0791 435 -3.4651 0.0134
flowerGardenBanks - northwestHawaiianIslands -54.7931 15.1781 435 -3.6100 0.0081
flowerGardenBanks - pacificRemoteIslandArea -21.4201 12.1497 435 -1.7630 0.6455
flowerGardenBanks - samoa -77.1128 11.6188 435 -6.6369 <0.0001
marianas - middleHawaiianIslands -3.5320 7.6674 435 -0.4607 0.9998
marianas - northwestHawaiianIslands -16.4697 11.9691 435 -1.3760 0.8678
marianas - pacificRemoteIslandArea 16.9033 7.7781 435 2.1732 0.3701
marianas - samoa -38.7895 6.9196 435 -5.6058 <0.0001
middleHawaiianIslands - northwestHawaiianIslands -12.9377 13.5011 435 -0.9583 0.9798
middleHawaiianIslands - pacificRemoteIslandArea 20.4353 9.9759 435 2.0485 0.4504
middleHawaiianIslands - samoa -35.2575 9.3220 435 -3.7822 0.0044
northwestHawaiianIslands - pacificRemoteIslandArea 33.3730 13.5643 435 2.4604 0.2155
northwestHawaiianIslands - samoa -22.3198 13.0909 435 -1.7050 0.6841
pacificRemoteIslandArea - samoa -55.6928 9.4133 435 -5.9164 <0.0001

5.1.2.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: deltaVolume_mm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix -4.2508 8.6164 435 -0.4933 0.6220
florida dryTortugas - keys -21.9776 11.8489 435 -1.8548 0.0643
flowerGardenBanks (nothing)
marianas guam - maug 6.6506 8.7942 435 0.7562 0.8740
marianas guam - pagan -9.5775 9.1060 435 -1.0518 0.7190
marianas guam - saipan 27.4881 9.7412 435 2.8218 0.0256
marianas maug - pagan -16.2281 7.9535 435 -2.0404 0.1749
marianas maug - saipan 20.8376 8.6735 435 2.4024 0.0781
marianas pagan - saipan 37.0656 8.9895 435 4.1232 0.0003
middleHawaiianIslands hawaii - oahu -0.8961 13.9863 435 -0.0641 0.9489
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra -2.1384 19.3249 435 -0.1107 0.9933
pacificRemoteIslandArea jarvis - wake 3.4246 18.6770 435 0.1834 0.9816
pacificRemoteIslandArea palmyra - wake 5.5630 13.7396 435 0.4049 0.9136
samoa ofu - tau -33.7678 16.9058 435 -1.9974 0.1140
samoa ofu - tutuila -2.7096 13.7671 435 -0.1968 0.9789
samoa tau - tutuila 31.0581 14.4426 435 2.1505 0.0811

5.1.3 ANOVA for deltaDensity_mgcm3cm2y

5.1.3.1 ANOVA table for deltaDensity_mgcm3cm2y

term df sumsq meansq statistic p.value
loc1 7 126.2097 18.0300 22.6306 <0.0001
loc1:loc2 9 40.4914 4.4990 5.6471 <0.0001
Residuals 373 297.1713 0.7967

5.1.3.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): deltaDensity_mgcm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida 0.5597 0.2009 373 2.7852 0.1019
caribbean - flowerGardenBanks -0.8340 0.2943 373 -2.8340 0.0899
caribbean - marianas -0.2341 0.1627 373 -1.4386 0.8387
caribbean - middleHawaiianIslands -0.7845 0.2359 373 -3.3251 0.0216
caribbean - northwestHawaiianIslands -0.1053 0.3373 373 -0.3123 1
caribbean - pacificRemoteIslandArea 0.8575 0.2896 373 2.9606 0.064
caribbean - samoa 1.5406 0.2063 373 7.4692 <0.0001
florida - flowerGardenBanks -1.3936 0.3141 373 -4.4374 3e-04
florida - marianas -0.7938 0.1963 373 -4.0444 0.0016
florida - middleHawaiianIslands -1.3442 0.2602 373 -5.1660 <0.0001
florida - northwestHawaiianIslands -0.6650 0.3547 373 -1.8749 0.5691
florida - pacificRemoteIslandArea 0.2978 0.3097 373 0.9616 0.9794
florida - samoa 0.9809 0.2336 373 4.1988 9e-04
flowerGardenBanks - marianas 0.5999 0.2911 373 2.0606 0.4426
flowerGardenBanks - middleHawaiianIslands 0.0494 0.3375 373 0.1465 1
flowerGardenBanks - northwestHawaiianIslands 0.7286 0.4147 373 1.7568 0.6497
flowerGardenBanks - pacificRemoteIslandArea 1.6914 0.3770 373 4.4864 3e-04
flowerGardenBanks - samoa 2.3746 0.3175 373 7.4792 <0.0001
marianas - middleHawaiianIslands -0.5504 0.2320 373 -2.3728 0.2579
marianas - northwestHawaiianIslands 0.1288 0.3345 373 0.3850 0.9999
marianas - pacificRemoteIslandArea 1.0916 0.2864 373 3.8114 0.004
marianas - samoa 1.7747 0.2017 373 8.7986 <0.0001
middleHawaiianIslands - northwestHawaiianIslands 0.6792 0.3756 373 1.8082 0.6149
middleHawaiianIslands - pacificRemoteIslandArea 1.6420 0.3335 373 4.9239 <0.0001
middleHawaiianIslands - samoa 2.3251 0.2643 373 8.7965 <0.0001
northwestHawaiianIslands - pacificRemoteIslandArea 0.9628 0.4115 373 2.3400 0.2748
northwestHawaiianIslands - samoa 1.6459 0.3577 373 4.6012 2e-04
pacificRemoteIslandArea - samoa 0.6831 0.3132 373 2.1812 0.3655

5.1.3.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: deltaDensity_mgcm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix 0.1187 0.2381 373 0.4984 0.6185
florida dryTortugas - keys -1.9476 0.3238 373 -6.0153 <0.0001
flowerGardenBanks (nothing)
marianas guam - maug 0.3557 0.2894 373 1.2291 0.6087
marianas guam - pagan 0.3436 0.3162 373 1.0865 0.698
marianas guam - saipan -0.2660 0.3457 373 -0.7696 0.8681
marianas maug - pagan -0.0122 0.2784 373 -0.0437 1
marianas maug - saipan -0.6218 0.3115 373 -1.9960 0.1913
marianas pagan - saipan -0.6096 0.3365 373 -1.8114 0.2695
middleHawaiianIslands hawaii - oahu -0.4768 0.4074 373 -1.1702 0.2427
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra -0.9461 0.5281 373 -1.7916 0.074
samoa ofu - tau -0.9889 0.4620 373 -2.1406 0.0832
samoa ofu - tutuila -0.3905 0.3762 373 -1.0380 0.5534
samoa tau - tutuila 0.5984 0.3946 373 1.5163 0.2844

5.1.4 ANOVA for macroboring_mm3cm2y

5.1.4.1 ANOVA table for macroboring_mm3cm2y

term df sumsq meansq statistic p.value
loc1 7 675.0633 96.4376 7.1561 <0.0001
loc1:loc2 10 349.3927 34.9393 2.5926 0.0046
Residuals 435 5862.2229 13.4764

5.1.4.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): macroboring_mm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida -1.4123 0.8232 435 -1.7155 0.6772
caribbean - flowerGardenBanks -4.5537 1.2081 435 -3.7692 0.0046
caribbean - marianas -3.8206 0.5994 435 -6.3742 <0.0001
caribbean - middleHawaiianIslands -1.1560 0.9231 435 -1.2523 0.9155
caribbean - northwestHawaiianIslands -4.1908 1.3853 435 -3.0252 0.053
caribbean - pacificRemoteIslandArea -4.2398 0.9347 435 -4.5360 2e-04
caribbean - samoa -1.6267 0.8452 435 -1.9247 0.5346
florida - flowerGardenBanks -3.1414 1.2917 435 -2.4320 0.2286
florida - marianas -2.4083 0.7538 435 -3.1951 0.0321
florida - middleHawaiianIslands 0.2563 1.0300 435 0.2488 1
florida - northwestHawaiianIslands -2.7785 1.4587 435 -1.9047 0.5484
florida - pacificRemoteIslandArea -2.8276 1.0405 435 -2.7176 0.12
florida - samoa -0.2144 0.9608 435 -0.2232 1
flowerGardenBanks - marianas 0.7331 1.1619 435 0.6309 0.9984
flowerGardenBanks - middleHawaiianIslands 3.3977 1.3575 435 2.5029 0.1969
flowerGardenBanks - northwestHawaiianIslands 0.3629 1.7058 435 0.2127 1
flowerGardenBanks - pacificRemoteIslandArea 0.3138 1.3654 435 0.2298 1
flowerGardenBanks - samoa 2.9269 1.3058 435 2.2416 0.329
marianas - middleHawaiianIslands 2.6646 0.8617 435 3.0923 0.0437
marianas - northwestHawaiianIslands -0.3702 1.3451 435 -0.2752 1
marianas - pacificRemoteIslandArea -0.4193 0.8741 435 -0.4796 0.9997
marianas - samoa 2.1939 0.7776 435 2.8212 0.0924
middleHawaiianIslands - northwestHawaiianIslands -3.0348 1.5173 435 -2.0001 0.483
middleHawaiianIslands - pacificRemoteIslandArea -3.0839 1.1211 435 -2.7507 0.1106
middleHawaiianIslands - samoa -0.4707 1.0476 435 -0.4493 0.9998
northwestHawaiianIslands - pacificRemoteIslandArea -0.0491 1.5244 435 -0.0322 1
northwestHawaiianIslands - samoa 2.5640 1.4712 435 1.7428 0.659
pacificRemoteIslandArea - samoa 2.6131 1.0579 435 2.4701 0.2111

5.1.4.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: macroboring_mm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix -2.9318 0.9683 435 -3.0276 0.0026
florida dryTortugas - keys -2.1698 1.3316 435 -1.6295 0.1039
flowerGardenBanks (nothing)
marianas guam - maug -0.5371 0.9883 435 -0.5434 0.9483
marianas guam - pagan 1.3430 1.0234 435 1.3123 0.5556
marianas guam - saipan -0.6089 1.0948 435 -0.5562 0.9448
marianas maug - pagan 1.8800 0.8938 435 2.1033 0.1536
marianas maug - saipan -0.0718 0.9748 435 -0.0737 0.9999
marianas pagan - saipan -1.9519 1.0103 435 -1.9320 0.2162
middleHawaiianIslands hawaii - oahu -3.7671 1.5718 435 -2.3967 0.0170
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra -1.5616 2.1718 435 -0.7191 0.7523
pacificRemoteIslandArea jarvis - wake -1.2516 2.0990 435 -0.5963 0.8222
pacificRemoteIslandArea palmyra - wake 0.3100 1.5441 435 0.2008 0.9780
samoa ofu - tau -2.5910 1.8999 435 -1.3637 0.3609
samoa ofu - tutuila -2.0508 1.5472 435 -1.3255 0.3817
samoa tau - tutuila 0.5402 1.6231 435 0.3328 0.9408

5.1.5 ANOVA for accretion_mm3cm2y

5.1.5.1 ANOVA table for accretion_mm3cm2y

term df sumsq meansq statistic p.value
loc1 7 14658.088 2094.0126 9.8803 <0.0001
loc1:loc2 10 5886.685 588.6685 2.7776 0.0024
Residuals 435 92193.014 211.9380

5.1.5.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): accretion_mm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida -4.9972 3.2647 435 -1.5307 0.7905
caribbean - flowerGardenBanks 4.0055 4.7910 435 0.8360 0.991
caribbean - marianas -4.7650 2.3770 435 -2.0047 0.4799
caribbean - middleHawaiianIslands -3.4292 3.6607 435 -0.9368 0.9823
caribbean - northwestHawaiianIslands 4.5092 5.4935 435 0.8208 0.9919
caribbean - pacificRemoteIslandArea -1.3016 3.7068 435 -0.3511 1
caribbean - samoa -20.5044 3.3517 435 -6.1176 <0.0001
florida - flowerGardenBanks 9.0027 5.1224 435 1.7575 0.6492
florida - marianas 0.2322 2.9891 435 0.0777 1
florida - middleHawaiianIslands 1.5680 4.0848 435 0.3839 0.9999
florida - northwestHawaiianIslands 9.5065 5.7848 435 1.6434 0.7236
florida - pacificRemoteIslandArea 3.6956 4.1261 435 0.8957 0.9864
florida - samoa -15.5072 3.8103 435 -4.0698 0.0014
flowerGardenBanks - marianas -8.7705 4.6076 435 -1.9035 0.5492
flowerGardenBanks - middleHawaiianIslands -7.4347 5.3834 435 -1.3810 0.8656
flowerGardenBanks - northwestHawaiianIslands 0.5038 6.7646 435 0.0745 1
flowerGardenBanks - pacificRemoteIslandArea -5.3071 5.4148 435 -0.9801 0.9771
flowerGardenBanks - samoa -24.5099 5.1782 435 -4.7332 <0.0001
marianas - middleHawaiianIslands 1.3358 3.4172 435 0.3909 0.9999
marianas - northwestHawaiianIslands 9.2743 5.3344 435 1.7386 0.6619
marianas - pacificRemoteIslandArea 3.4634 3.4665 435 0.9991 0.9744
marianas - samoa -15.7394 3.0839 435 -5.1037 <0.0001
middleHawaiianIslands - northwestHawaiianIslands 7.9384 6.0171 435 1.3193 0.8913
middleHawaiianIslands - pacificRemoteIslandArea 2.1276 4.4460 435 0.4785 0.9997
middleHawaiianIslands - samoa -17.0752 4.1546 435 -4.1099 0.0012
northwestHawaiianIslands - pacificRemoteIslandArea -5.8109 6.0453 435 -0.9612 0.9795
northwestHawaiianIslands - samoa -25.0137 5.8343 435 -4.2873 6e-04
pacificRemoteIslandArea - samoa -19.2028 4.1953 435 -4.5772 2e-04

5.1.5.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: accretion_mm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix -4.5723 3.8402 435 -1.1907 0.2344
florida dryTortugas - keys -14.3343 5.2808 435 -2.7144 0.0069
flowerGardenBanks (nothing)
marianas guam - maug 8.9755 3.9194 435 2.2900 0.1019
marianas guam - pagan 4.6231 4.0584 435 1.1392 0.6655
marianas guam - saipan 11.6677 4.3415 435 2.6875 0.0374
marianas maug - pagan -4.3524 3.5447 435 -1.2279 0.6095
marianas maug - saipan 2.6922 3.8656 435 0.6964 0.8984
marianas pagan - saipan 7.0446 4.0064 435 1.7583 0.2950
middleHawaiianIslands hawaii - oahu -7.3868 6.2334 435 -1.1850 0.2366
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra -9.2369 8.6127 435 -1.0725 0.5317
pacificRemoteIslandArea jarvis - wake -14.3546 8.3239 435 -1.7245 0.1972
pacificRemoteIslandArea palmyra - wake -5.1177 6.1235 435 -0.8358 0.6810
samoa ofu - tau -17.0167 7.5345 435 -2.2585 0.0629
samoa ofu - tutuila -4.1939 6.1357 435 -0.6835 0.7732
samoa tau - tutuila 12.8228 6.4367 435 1.9921 0.1153

5.1.6 ANOVA for grazing_mm3cm2y

5.1.6.1 ANOVA table for grazing_mm3cm2y

term df sumsq meansq statistic p.value
loc1 7 54108.69 7729.8127 13.6772 <0.0001
loc1:loc2 10 17451.24 1745.1242 3.0878 8e-04
Residuals 435 245845.27 565.1615

5.1.6.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): grazing_mm3cm2y
contrast estimate SE df t.ratio p.value
caribbean - florida 4.6089 5.3312 435 0.8645 0.9889
caribbean - flowerGardenBanks 45.1114 7.8236 435 5.7660 <0.0001
caribbean - marianas 14.8255 3.8816 435 3.8195 0.0038
caribbean - middleHawaiianIslands 7.2931 5.9778 435 1.2200 0.9258
caribbean - northwestHawaiianIslands -10.5483 8.9709 435 -1.1758 0.9385
caribbean - pacificRemoteIslandArea 28.6846 6.0531 435 4.7388 <0.0001
caribbean - samoa -10.4185 5.4732 435 -1.9035 0.5492
florida - flowerGardenBanks 40.5025 8.3648 435 4.8420 <0.0001
florida - marianas 10.2166 4.8812 435 2.0930 0.421
florida - middleHawaiianIslands 2.6841 6.6704 435 0.4024 0.9999
florida - northwestHawaiianIslands -15.1572 9.4465 435 -1.6045 0.7475
florida - pacificRemoteIslandArea 24.0757 6.7379 435 3.5732 0.0093
florida - samoa -15.0274 6.2222 435 -2.4151 0.2366
flowerGardenBanks - marianas -30.2859 7.5242 435 -4.0251 0.0017
flowerGardenBanks - middleHawaiianIslands -37.8184 8.7910 435 -4.3019 6e-04
flowerGardenBanks - northwestHawaiianIslands -55.6597 11.0464 435 -5.0387 <0.0001
flowerGardenBanks - pacificRemoteIslandArea -16.4268 8.8424 435 -1.8577 0.5808
flowerGardenBanks - samoa -55.5299 8.4560 435 -6.5669 <0.0001
marianas - middleHawaiianIslands -7.5324 5.5802 435 -1.3499 0.879
marianas - northwestHawaiianIslands -25.3738 8.7109 435 -2.9129 0.0725
marianas - pacificRemoteIslandArea 13.8591 5.6608 435 2.4483 0.221
marianas - samoa -25.2440 5.0359 435 -5.0128 <0.0001
middleHawaiianIslands - northwestHawaiianIslands -17.8414 9.8259 435 -1.8158 0.6097
middleHawaiianIslands - pacificRemoteIslandArea 21.3916 7.2603 435 2.9464 0.0662
middleHawaiianIslands - samoa -17.7115 6.7844 435 -2.6106 0.1548
northwestHawaiianIslands - pacificRemoteIslandArea 39.2330 9.8719 435 3.9742 0.0021
northwestHawaiianIslands - samoa 0.1299 9.5274 435 0.0136 1
pacificRemoteIslandArea - samoa -39.1031 6.8509 435 -5.7078 <0.0001

5.1.6.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: grazing_mm3cm2y
loc1 contrast estimate SE df t.ratio p.value
caribbean puertoRico - saintCroix 3.2532 6.2709 435 0.5188 0.6042
florida dryTortugas - keys -5.4735 8.6234 435 -0.6347 0.5259
flowerGardenBanks (nothing)
marianas guam - maug -1.7879 6.4003 435 -0.2793 0.9924
marianas guam - pagan -15.5436 6.6272 435 -2.3454 0.0895
marianas guam - saipan 16.4293 7.0895 435 2.3174 0.0956
marianas maug - pagan -13.7557 5.7884 435 -2.3764 0.0832
marianas maug - saipan 18.2172 6.3124 435 2.8859 0.0213
marianas pagan - saipan 31.9729 6.5424 435 4.8870 <0.0001
middleHawaiianIslands hawaii - oahu 10.2579 10.1790 435 1.0077 0.3141
northwestHawaiianIslands (nothing)
pacificRemoteIslandArea jarvis - palmyra 8.6602 14.0644 435 0.6158 0.8116
pacificRemoteIslandArea jarvis - wake 19.0309 13.5928 435 1.4001 0.3417
pacificRemoteIslandArea palmyra - wake 10.3707 9.9995 435 1.0371 0.5538
samoa ofu - tau -14.1601 12.3038 435 -1.1509 0.4834
samoa ofu - tutuila 3.5351 10.0195 435 0.3528 0.9337
samoa tau - tutuila 17.6951 10.5111 435 1.6835 0.2127

5.2 Plots of BAR data by loc2

5.2.1 Plot deltaVolume_mm3cm2y


5.2.2 Plot deltaDensity_mgcm3cm2y


5.2.3 Plot macroboring_mm3cm2y


5.2.4 Plot grazing_mm3cm2y


5.2.5 Plot accretion_mm3cm2y


6 Exploration of grazing as a driver

6.1 BAR data vs. Grazing

6.1.1 MASS change vs Grazing

6.1.2 VOLUME change vs Grazing

6.1.3 DENSITY change vs Grazing

6.1.4 MACROBORING vs Grazing

6.1.5 ACCRETION vs Grazing

7 Exploration of parrotfish as a driver

7.1 Parrotfish Loc2 as driver

## $meanDeltaMass

## $meanDeltaVolume

## $meanDeltaDensity

## $meanMacroboring

## $meanGrazing

## $meanAccretion

7.2 Parrotfish Loc3 as driver of Loc3 averages

## $meanDeltaMass

## $meanDeltaVolume

## $meanDeltaDensity

## $meanMacroboring

## $meanGrazing

## $meanAccretion

7.3 Parrotfish Loc3 as driver of BAR point data

8 Exploration of environmental data as a driver

9 Multivariate analysis

## [1] 0.1737814

Stress = 0.1737814

10 Human pressure/proximity analysis

10.1 Calculate human pressure statistics

Distance to coastline, port, city, or nearest port/city

Population within a set radius Data from: https://search.earthdata.nasa.gov/search?q=CIESIN%20ESDIS

Display human pressure statistics table
Human pressure statistics by loc3
location
distance
population
loc3 latitude longitude basin dist_coast_km dist_port_km dist_city_km dist_human_access_km population_5km_2005 population_10km_2005 population_50km_2005 population_100km_2005
puertoRico-north 18.4823 -66.7212 atlantic 0.4528 2.2049 4.7875 2.2049 32125.5092 89699.7317 1006934.1268 3501549.6475
puertoRico-south 17.9105 -66.2316 atlantic 3.1541 40.5643 41.9377 40.5643 1262.4087 22720.7850 1231073.4198 3390075.6168
puertoRico-southwest 17.9536 -67.0506 atlantic 1.6286 31.0503 29.1349 29.1349 2249.6700 10536.1783 704430.5508 1900149.9853
puertoRico-west 18.3443 -67.2692 atlantic 0.6183 15.1529 20.9596 15.1529 10448.1150 37815.1842 636276.7822 1465893.5192
saintCroix-east 17.8281 -64.4671 atlantic 12.4647 74.2925 31.1710 31.1710 0.0000 0.0000 49178.2971 139488.6493
saintCroix-north 17.7853 -64.7595 atlantic 0.1380 63.3690 4.0150 4.0150 9369.2126 29593.6079 49178.6871 150644.6981
saintCroix-south 17.7012 -64.6479 atlantic 2.4142 76.1663 12.1132 12.1132 1894.7723 12063.4927 49178.2971 150556.0095
saintCroix-west 17.7338 -64.8964 atlantic 0.9806 66.6167 15.6143 15.6143 5643.1254 17797.8222 49178.2971 164548.9777
dryTortugas-west 24.6112 -82.8704 atlantic 73.2976 178.8298 110.1604 110.1604 17.8305 17.8305 17.8305 58.8405
keys-lko 24.5533 -81.4375 atlantic 10.7492 167.3073 34.9155 34.9155 0.0000 8.1242 45937.5613 49935.4352
keys-mki 24.6855 -81.0434 atlantic 4.0212 149.8176 76.1330 76.1330 4853.8966 7587.6345 18557.8098 68445.5691
keys-mki 24.6899 -81.0294 atlantic 3.4458 148.6028 77.6092 77.6092 3777.1925 7718.4177 18333.1580 76908.2172
keys-mko 24.6313 -81.0926 atlantic 6.0986 157.6209 70.2945 70.2945 0.0000 3500.8988 18768.4595 64185.0716
keys-mko 24.6339 -81.0834 atlantic 5.8049 156.8458 71.2433 71.2433 0.0000 4271.7968 18691.9637 64229.6303
keys-uki 24.8974 -80.6157 atlantic 2.8272 107.4982 64.9792 64.9792 806.2608 2103.6685 22465.1825 1112766.7042
keys-uki 24.9537 -80.5481 atlantic 1.9126 99.0196 57.6508 57.6508 3319.0409 6156.9185 19402.1524 1602445.8916
keys-uko 24.8827 -80.5609 atlantic 7.7266 106.8284 65.6552 65.6552 0.0000 2016.8084 19204.8192 1084990.9607
keys-uko 24.9025 -80.5310 atlantic 7.1560 103.6857 63.1422 63.1422 0.0000 2648.0118 18345.3416 1303156.6254
flowerGardenBanks-east 27.9074 -93.5992 atlantic 192.7863 195.6377 194.1644 194.1644 0.0000 0.0000 0.0000 0.0000
guam-east 13.4752 144.8648 pacific 0.5333 216.0539 12.4307 12.4307 16458.4615 115256.7379 180374.9993 182958.0276
guam-east 13.4752 144.8649 pacific 0.5324 216.0476 12.4363 12.4363 16458.4615 115256.7379 180374.9993 182958.0276
guam-north 13.6033 144.9237 pacific 0.0552 200.4536 23.9199 23.9199 3503.8694 42970.9357 180363.2034 182958.0276
guam-south 13.2413 144.7044 pacific 0.0050 247.0468 25.9102 25.9102 1543.6966 3897.0895 180374.9993 180374.9993
guam-south 13.2421 144.7045 pacific 0.0877 246.9607 25.8176 25.8176 1675.6335 4027.4201 180374.9993 180374.9993
guam-west 13.5289 144.8004 pacific 0.4222 213.8567 8.5188 8.5188 43282.3581 127757.9697 180374.9993 182958.0276
guam-west 13.5290 144.8004 pacific 0.4191 213.8557 8.5191 8.5191 43282.3581 128131.6122 180374.9993 182958.0276
maug-east 20.0203 145.2397 pacific 0.5849 535.6990 537.4770 535.6990 0.0000 0.0000 0.0000 0.0000
maug-east 20.0204 145.2398 pacific 0.5941 535.7050 537.4830 535.7050 0.0000 0.0000 0.0000 0.0000
maug-north 20.0357 145.2247 pacific 0.3439 537.5544 539.3364 537.5544 0.0000 0.0000 0.0000 0.0000
maug-north 20.0357 145.2247 pacific 0.3477 537.5583 539.3403 537.5583 0.0000 0.0000 0.0000 0.0000
maug-south 20.0140 145.2275 pacific 0.7775 535.1257 536.9076 535.1257 0.0000 0.0000 0.0000 0.0000
maug-west 20.0131 145.2081 pacific 2.5253 535.2412 537.0287 535.2412 0.0000 0.0000 0.0000 0.0000
maug-west 20.0132 145.2081 pacific 2.5243 535.2443 537.0319 535.2443 0.0000 0.0000 0.0000 0.0000
pagan-east 18.0961 145.7649 pacific 2.1843 319.1744 320.7833 319.1744 0.0000 0.0000 0.0000 0.0000
pagan-north 18.1678 145.7949 pacific 0.7336 327.1989 328.7916 327.1989 0.0000 0.0000 0.0000 0.0000
pagan-north 18.1679 145.7949 pacific 0.7289 327.2036 328.7963 327.2036 0.0000 0.0000 0.0000 0.0000
pagan-south 18.0456 145.7062 pacific 1.6974 313.5603 315.2020 313.5603 0.0000 0.0000 0.0000 0.0000
pagan-south 18.0456 145.7062 pacific 1.6941 313.5637 315.2054 313.5637 0.0000 0.0000 0.0000 0.0000
pagan-west 18.1201 145.7547 pacific 0.3291 321.8343 323.4489 321.8343 0.0000 0.0000 0.0000 0.0000
pagan-west 18.1201 145.7547 pacific 0.3261 321.8395 323.4541 321.8395 0.0000 0.0000 0.0000 0.0000
saipan-east 15.2587 145.8157 pacific 0.3440 9.4021 8.7513 8.7513 1661.4802 7620.7097 53178.9814 53178.9814
saipan-east 15.2587 145.8157 pacific 0.3460 9.4008 8.7505 8.7505 1661.4802 7620.7097 53178.9814 53178.9814
saipan-northwest 15.2572 145.7667 pacific 0.2303 4.8799 5.3946 4.8799 3975.5045 20274.3834 53178.9814 53178.9814
saipan-south 15.0979 145.7434 pacific 0.1744 14.2599 12.6335 12.6335 6906.8541 33084.5755 53178.9814 53178.9814
saipan-south 15.0979 145.7434 pacific 0.1775 14.2569 12.6304 12.6304 6906.8541 33084.5755 53178.9814 53178.9814
saipan-west 15.1564 145.6898 pacific 0.2259 9.1167 8.9337 8.9337 23871.8189 44739.5081 53178.9814 53178.9814
saipan-west 15.1564 145.6897 pacific 0.2338 9.1146 8.9339 8.9339 23871.8189 44739.5081 53178.9814 53178.9814
hawaii-north 20.2492 -155.8909 pacific 0.8332 103.3125 68.6915 68.6915 353.5559 4432.8898 34227.9107 252162.5464
hawaii-north 20.2682 -155.8604 pacific 0.5616 101.8925 71.3169 71.3169 1717.7290 5675.6970 34766.1832 260943.6279
hawaii-west 19.2444 -155.9003 pacific 0.0631 102.7443 44.7358 44.7358 482.5357 1578.6934 55158.9708 160424.5612
oahu-east 21.4586 -157.7986 pacific 2.1594 18.3195 18.3290 18.3195 24624.0355 91067.7792 1006904.8501 1014227.4468
oahu-east 21.4797 -157.7830 pacific 2.9892 21.1342 21.0943 21.0943 3653.2087 82360.9831 1006900.6897 1014230.3045
oahu-south 21.2884 -157.8654 pacific 0.2780 2.4978 1.8262 1.8262 186392.6575 367667.7396 1006884.9168 1014222.9209
pearlHermes-south 27.7824 -175.8820 pacific 148.9472 1786.9732 1784.4458 1784.4458 0.0000 0.0000 0.0000 0.0000
pearlHermes-west 27.7932 -175.9972 pacific 137.8463 1798.1471 1795.6218 1795.6218 0.0000 0.0000 0.0000 0.0000
jarvis-east -0.3690 -160.0081 pacific 0.4019 1941.8630 1655.5765 1655.5765 0.0000 0.0000 0.0000 0.0000
jarvis-east -0.3678 -159.9788 pacific 3.3870 1943.9226 1658.3648 1658.3648 0.0000 0.0000 0.0000 0.0000
palmyra-east 5.8638 -162.0306 pacific 3.5324 1716.1266 1665.2395 1665.2395 0.0000 0.0000 0.0000 0.0000
palmyra-north 5.8973 -162.0782 pacific 0.7948 1715.0234 1663.8248 1663.8248 0.0000 0.0000 0.0000 0.0000
palmyra-west 5.8832 -162.1332 pacific 3.3270 1719.0747 1667.6352 1667.6352 0.0000 0.0000 0.0000 0.0000
wake-east 19.3062 166.6511 pacific 0.9555 2265.1653 1449.8865 1449.8865 0.0000 0.0000 0.0000 0.0000
wake-north 19.3160 166.6272 pacific 1.3926 2262.8449 1451.8180 1451.8180 0.0000 0.0000 0.0000 0.0000
wake-south 19.2807 166.6278 pacific 0.1135 2262.3380 1448.1336 1448.1336 0.0000 0.0000 0.0000 0.0000
wake-west 19.3163 166.5982 pacific 4.0085 2259.8407 1452.9511 1452.9511 0.0000 0.0000 0.0000 0.0000
ofu-north -14.1578 -169.6744 pacific 1.4235 110.0087 112.0437 110.0087 94.5409 250.6376 1092.6667 5983.4973
ofu-south -14.1733 -169.6419 pacific 0.1076 113.3033 115.3372 113.3033 249.9128 250.6376 1092.6667 1842.0556
tau-north -14.2124 -169.4407 pacific 2.0237 134.6007 136.6287 134.6007 278.4084 809.5039 1092.6667 1092.6667
tau-west -14.2576 -169.5007 pacific 0.5732 127.9582 129.9786 127.9582 636.1990 842.0291 1092.6667 1092.6667
tutuila-east -14.2852 -170.5640 pacific 1.6456 13.4096 15.3999 13.4096 5648.4712 8698.6475 54746.1169 56441.7820
tutuila-north -14.2448 -170.6524 pacific 0.8956 5.0353 6.8361 5.0353 6690.7845 21175.8085 54746.1169 62381.3898
tutuila-south -14.3635 -170.7630 pacific 0.1262 12.8108 11.4121 11.4121 21281.2636 35985.8507 54746.1169 66583.7416
tutuila-west -14.2946 -170.8120 pacific 1.2894 13.5622 11.5284 11.5284 2953.5677 26490.2097 54746.1169 74783.9287

10.2 Human pressure graphs

10.2.1 Human pressure by loc3

10.2.2 Human pressure all points

# Abstract

The remarkable biodiversity of coral reef is a direct result of complex three-dimensional structures that provides shelter to its inhabitants. This calcium carbonate framework - created by corals - forms the foundation for fundamental goods and services, a natural infrastructure for coastal communities worldwide. Importantly, reef framework, the species that dependent on it and the services we rely on, are threatened by myriad stressors which contribute to the global decline of habitat forming species, all the while accelerating the rate at which habitat is eroded away. Survey-based approaches have been used at regional (REF) and global scales (REF), estimating trajectories that are largely negative and insufficient to keep pace with sea level rise (REF). To date, however, the persistence of reef carbonates has yet to be measured across global scales - a critical knowledge gap that has implications for the countless species that rely on coral reefs, including us.